Author: "Kooperberg C." - Searchworks@Jio Institute Digital Library Search Results

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1. The age-dependent association of risk factors with pancreatic cancer

Author: Amundadottir, L.T., Ardanaz, E., Arslan, A.A., Beane-Freeman, L.E., Bracci, P.M., Bueno-de-Mesquita, B., Du, M., Gallinger, S., Giles, G.G., Goodman, P.J., Katzke, V.A., Klein, A.P., Kooperberg, C., Kraft, P., Li, D., Malats, N., Marchand, L.L., McCullough, M.L., Milne, R.L., Neoptolemos, J.P., Perdomo, S., Petersen, G.M., Risch, H.A., Shu, X.O., Stolzenberg-Solomon, R.Z., Van Den Eeden, S.K., Visvanathan, K., White, E., Wolpin, B.M., Zheng, W., Yuan, C., Kim, J., Wang, Q.L., Lee, A.A., Babic, A., Perez, K., Ng, K., Giovannucci, E.L., and Stampfer, M.J.
Published: 2022
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2. Prospective associations of C-reactive protein (CRP) levels and CRP genetic risk scores with risk of total knee and hip replacement for osteoarthritis in a diverse cohort.

Author: Shadyab, AH, Terkeltaub, R, Kooperberg, C, Reiner, A, Eaton, CB, Jackson, RD, Krok-Schoen, JL, Salem, RM, and LaCroix, AZ
Subjects: Humans, Osteoarthritis, Knee, Osteoarthritis, Hip, Genetic Predisposition to Disease, C-Reactive Protein, Arthroplasty, Replacement, Hip, Arthroplasty, Replacement, Knee, Risk Factors, Polymorphism, Single Nucleotide, Female, Genome-Wide Association Study, Racial Groups, C-reactive protein, CRP, Genetic risk score, Inflammation, Osteoarthritis, Aging, Prevention, Arthritis, Clinical Research, Genetics, Human Genome, Musculoskeletal, Biomedical Engineering, Clinical Sciences, Human Movement and Sports Sciences, Arthritis & Rheumatology
Abstract: ObjectiveTo examine associations of high-sensitivity C-reactive protein (CRP) levels and polygenic CRP genetic risk scores (GRS) with risk of end-stage hip or knee osteoarthritis (OA), defined as incident total hip (THR) or knee replacement (TKR) for OA.DesignThis study included a cohort of postmenopausal white, African American, and Hispanic women from the Women's Health Initiative. Women were followed from baseline to date of THR or TKR, death, or December 31, 2014. Medicare claims data identified THR and TKR. Hs-CRP and genotyping data were collected at baseline. Three CRP GRS were constructed: 1) a 4-SNP GRS comprised of genetic variants representing variation in the CRP gene among European populations; 2) a multilocus 18-SNP GRS of genetic variants significantly associated with CRP levels in a meta-analysis of genome-wide association studies; and 3) a 5-SNP GRS of genetic variants significantly associated with CRP levels among African American women.ResultsIn analyses conducted separately among each race and ethnic group, there were no significant associations of ln hs-CRP with risk of THR or TKR, after adjusting for age, body mass index, lifestyle characteristics, chronic diseases, hormone therapy use, and non-steroidal anti-inflammatory drug use. CRP GRS were not associated with risk of THR or TKR in any ethnic group.ConclusionsSerum levels of ln hs-CRP and genetically-predicted CRP levels were not associated with risk of THR or TKR for OA among a diverse cohort of women.
Published: 2018

3. Correction: Single-trait and multi-trait genome-wide association analyses identify novel loci for blood pressure in African-ancestry populations.

Author: Liang, J, Le, TH, Velez Edwards, DR, Tayo, BO, Gaulton, KJ, Smith, JA, Lu, Y, Jensen, RA, Chen, G, Yanek, LR, Schwander, K, Tajuddin, SM, Sofer, T, Kim, W, Kayima, J, McKenzie, CA, Fox, E, Nalls, MA, Young, JH, Sun, YV, Lane, JM, Cechova, S, Zhou, J, Tang, H, Fornage, M, Musani, SK, Wang, H, Lee, J, Adeyemo, A, Dreisbach, AW, Forrester, T, Chu, P-L, Cappola, A, Evans, MK, Morrison, AC, Martin, LW, Wiggins, KL, Hui, Q, Zhao, W, Jackson, RD, Ware, EB, Faul, JD, Reiner, AP, Bray, M, Denny, JC, Mosley, TH, Palmas, W, Guo, X, Papanicolaou, GJ, Penman, AD, Polak, JF, Rice, K, Taylor, KD, Boerwinkle, E, Bottinger, EP, Liu, K, Risch, N, Hunt, SC, Kooperberg, C, Zonderman, AB, Laurie, CC, Becker, DM, Cai, J, Loos, RJF, Psaty, BM, Weir, DR, Kardia, SLR, Arnett, DK, Won, S, Edwards, TL, Redline, S, Cooper, RS, Rao, DC, Rotter, JI, Rotimi, C, Levy, D, Chakravarti, A, Zhu, X, and Franceschini, N
Abstract: [This corrects the article DOI: 10.1371/journal.pgen.1006728.].
Published: 2018

4. Trans-ethnic analysis of metabochip data identifies two new loci associated with BMI.

Author: Gong, J, Nishimura, KK, Fernandez-Rhodes, L, Haessler, J, Bien, S, Graff, M, Lim, U, Lu, Y, Gross, M, Fornage, M, Yoneyama, S, Isasi, CR, Buzkova, P, Daviglus, M, Lin, D-Y, Tao, R, Goodloe, R, Bush, WS, Farber-Eger, E, Boston, J, Dilks, HH, Ehret, G, Gu, CC, Lewis, CE, Nguyen, K-DH, Cooper, R, Leppert, M, Irvin, MR, Bottinger, EP, Wilkens, LR, Haiman, CA, Park, L, Monroe, KR, Cheng, I, Stram, DO, Carlson, CS, Jackson, R, Kuller, L, Houston, D, Kooperberg, C, Buyske, S, Hindorff, LA, Crawford, DC, Loos, RJF, Le Marchand, L, Matise, TC, North, KE, and Peters, U
Subjects: Humans, Body Mass Index, Genomics, Polymorphism, Single Nucleotide, Continental Population Groups, Genome-Wide Association Study, Polymorphism, Single Nucleotide, Medical and Health Sciences, Education, Endocrinology & Metabolism
Abstract: ObjectiveBody mass index (BMI) is commonly used to assess obesity, which is associated with numerous diseases and negative health outcomes. BMI has been shown to be a heritable, polygenic trait, with close to 100 loci previously identified and replicated in multiple populations. We aim to replicate known BMI loci and identify novel associations in a trans-ethnic study population.SubjectsUsing eligible participants from the Population Architecture using Genomics and Epidemiology consortium, we conducted a trans-ethnic meta-analysis of 102 514 African Americans, Hispanics, Asian/Native Hawaiian, Native Americans and European Americans. Participants were genotyped on over 200 000 SNPs on the Illumina Metabochip custom array, or imputed into the 1000 Genomes Project (Phase I). Linear regression of the natural log of BMI, adjusting for age, sex, study site (if applicable), and ancestry principal components, was conducted for each race/ethnicity within each study cohort. Race/ethnicity-specific, and combined meta-analyses used fixed-effects models.ResultsWe replicated 15 of 21 BMI loci included on the Metabochip, and identified two novel BMI loci at 1q41 (rs2820436) and 2q31.1 (rs10930502) at the Metabochip-wide significance threshold (P
Published: 2018

5. Generalization and fine mapping of European ancestry-based central adiposity variants in African ancestry populations.

Author: Yoneyama, S, Yao, J, Guo, X, Fernandez-Rhodes, L, Lim, U, Boston, J, Buzková, P, Carlson, CS, Cheng, I, Cochran, B, Cooper, R, Ehret, G, Fornage, M, Gong, J, Gross, M, Gu, CC, Haessler, J, Haiman, CA, Henderson, B, Hindorff, LA, Houston, D, Irvin, MR, Jackson, R, Kuller, L, Leppert, M, Lewis, CE, Li, R, Le Marchand, L, Matise, TC, Nguyen, K-Dh, Chakravarti, A, Pankow, JS, Pankratz, N, Pooler, L, Ritchie, MD, Bien, SA, Wassel, CL, Chen, Y-DI, Taylor, KD, Allison, M, Rotter, JI, Schreiner, PJ, Schumacher, F, Wilkens, L, Boerwinkle, E, Kooperberg, C, Peters, U, Buyske, S, Graff, M, and North, KE
Subjects: Humans, Genetic Predisposition to Disease, Waist-Hip Ratio, Genotype, Polymorphism, Single Nucleotide, Adult, African Continental Ancestry Group, European Continental Ancestry Group, Female, Male, Adiposity, Body Fat Distribution, Genetic Variation, Genome-Wide Association Study, Obesity, Abdominal, Polymorphism, Single Nucleotide, Obesity, Abdominal, Endocrinology & Metabolism, Medical and Health Sciences, Education
Abstract: Background/objectivesCentral adiposity measures such as waist circumference (WC) and waist-to-hip ratio (WHR) are associated with cardiometabolic disorders independently of body mass index (BMI) and are gaining clinically utility. Several studies report genetic variants associated with central adiposity, but most utilize only European ancestry populations. Understanding whether the genetic associations discovered among mainly European descendants are shared with African ancestry populations will help elucidate the biological underpinnings of abdominal fat deposition.Subjects/methodsTo identify the underlying functional genetic determinants of body fat distribution, we conducted an array-wide association meta-analysis among persons of African ancestry across seven studies/consortia participating in the Population Architecture using Genomics and Epidemiology (PAGE) consortium. We used the Metabochip array, designed for fine-mapping cardiovascular-associated loci, to explore novel array-wide associations with WC and WHR among 15 945 African descendants using all and sex-stratified groups. We further interrogated 17 known WHR regions for African ancestry-specific variants.ResultsOf the 17 WHR loci, eight single-nucleotide polymorphisms (SNPs) located in four loci were replicated in the sex-combined or sex-stratified meta-analyses. Two of these eight independently associated with WHR after conditioning on the known variant in European descendants (rs12096179 in TBX15-WARS2 and rs2059092 in ADAMTS9). In the fine-mapping assessment, the putative functional region was reduced across all four loci but to varying degrees (average 40% drop in number of putative SNPs and 20% drop in genomic region). Similar to previous studies, the significant SNPs in the female-stratified analysis were stronger than the significant SNPs from the sex-combined analysis. No novel associations were detected in the array-wide analyses.ConclusionsOf 17 previously identified loci, four loci replicated in the African ancestry populations of this study. Utilizing different linkage disequilibrium patterns observed between European and African ancestries, we narrowed the suggestive region containing causative variants for all four loci.
Published: 2017

6. Genome-wide Association Study of Bladder Cancer Reveals New Biological and Translational Insights

Author: Koutros, S, Kiemeney, LA, Choudhury, PP, Milne, RL, de Maturana, EL, Ye, Y, Joseph, V, Florez-Vargas, O, Dyrskjot, L, Figueroa, J, Dutta, D, Giles, GG, Hildebrandt, MAT, Offit, K, Kogevinas, M, Weiderpass, E, McCullough, ML, Freedman, ND, Albanes, D, Kooperberg, C, Cortessis, VK, Karagas, MR, Johnson, A, Schwenn, MR, Baris, D, Furberg, H, Bajorin, DF, Cussenot, O, Cancel-Tassin, G, Benhamou, S, Kraft, P, Porru, S, Carta, A, Bishop, T, Southey, MC, Matullo, G, Fletcher, T, Kumar, R, Taylor, JA, Lamy, P, Prip, F, Kalisz, M, Weinstein, SJ, Hengstler, JG, Selinski, S, Harland, M, Teo, M, Kiltie, AE, Tardon, A, Serra, C, Carrato, A, Garcia-Closas, R, Lloreta, J, Schned, A, Lenz, P, Riboli, E, Brennan, P, Tjonneland, A, Otto, T, Ovsiannikov, D, Volkert, F, Vermeulen, SH, Aben, KK, Galesloot, TE, Turman, C, De Vivo, I, Giovannucci, E, Hunter, DJ, Hohensee, C, Hunt, R, V. Patel, A, Huang, W-Y, Thorleifsson, G, Gago-Dominguez, M, Amiano, P, Golka, K, Stern, MC, Yan, W, Liu, J, Alfred, S, Katta, S, Hutchinson, A, Hicks, B, Wheeler, WA, Purdue, MP, McGlynn, KA, Kitahara, CM, Haiman, CA, Greene, MH, Rafnar, T, Chatterjee, N, Chanock, SJ, Wu, X, Real, FX, Silverman, DT, Garcia-Closas, M, Stefansson, K, Prokunina-Olsson, L, Malats, N, Rothman, N, Koutros, S, Kiemeney, LA, Choudhury, PP, Milne, RL, de Maturana, EL, Ye, Y, Joseph, V, Florez-Vargas, O, Dyrskjot, L, Figueroa, J, Dutta, D, Giles, GG, Hildebrandt, MAT, Offit, K, Kogevinas, M, Weiderpass, E, McCullough, ML, Freedman, ND, Albanes, D, Kooperberg, C, Cortessis, VK, Karagas, MR, Johnson, A, Schwenn, MR, Baris, D, Furberg, H, Bajorin, DF, Cussenot, O, Cancel-Tassin, G, Benhamou, S, Kraft, P, Porru, S, Carta, A, Bishop, T, Southey, MC, Matullo, G, Fletcher, T, Kumar, R, Taylor, JA, Lamy, P, Prip, F, Kalisz, M, Weinstein, SJ, Hengstler, JG, Selinski, S, Harland, M, Teo, M, Kiltie, AE, Tardon, A, Serra, C, Carrato, A, Garcia-Closas, R, Lloreta, J, Schned, A, Lenz, P, Riboli, E, Brennan, P, Tjonneland, A, Otto, T, Ovsiannikov, D, Volkert, F, Vermeulen, SH, Aben, KK, Galesloot, TE, Turman, C, De Vivo, I, Giovannucci, E, Hunter, DJ, Hohensee, C, Hunt, R, V. Patel, A, Huang, W-Y, Thorleifsson, G, Gago-Dominguez, M, Amiano, P, Golka, K, Stern, MC, Yan, W, Liu, J, Alfred, S, Katta, S, Hutchinson, A, Hicks, B, Wheeler, WA, Purdue, MP, McGlynn, KA, Kitahara, CM, Haiman, CA, Greene, MH, Rafnar, T, Chatterjee, N, Chanock, SJ, Wu, X, Real, FX, Silverman, DT, Garcia-Closas, M, Stefansson, K, Prokunina-Olsson, L, Malats, N, and Rothman, N
Abstract: BACKGROUND: Genomic regions identified by genome-wide association studies (GWAS) for bladder cancer risk provide new insights into etiology. OBJECTIVE: To identify new susceptibility variants for bladder cancer in a meta-analysis of new and existing genome-wide genotype data. DESIGN, SETTING, AND PARTICIPANTS: Data from 32 studies that includes 13,790 bladder cancer cases and 343,502 controls of European ancestry were used for meta-analysis. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSES: Log-additive associations of genetic variants were assessed using logistic regression models. A fixed-effects model was used for meta-analysis of the results. Stratified analyses were conducted to evaluate effect modification by sex and smoking status. A polygenic risk score (PRS) was generated on the basis of known and novel susceptibility variants and tested for interaction with smoking. RESULTS AND LIMITATIONS: Multiple novel bladder cancer susceptibility loci (6p.22.3, 7q36.3, 8q21.13, 9p21.3, 10q22.1, 19q13.33) as well as improved signals in three known regions (4p16.3, 5p15.33, 11p15.5) were identified, bringing the number of independent markers at genome-wide significance (p < 5 × 10-8) to 24. The 4p16.3 (FGFR3/TACC3) locus was associated with a stronger risk for women than for men (p-interaction = 0.002). Bladder cancer risk was increased by interactions between smoking status and genetic variants at 8p22 (NAT2; multiplicative p value for interaction [pM-I] = 0.004), 8q21.13 (PAG1; pM-I = 0.01), and 9p21.3 (LOC107987026/MTAP/CDKN2A; pM-I = 0.02). The PRS based on the 24 independent GWAS markers (odds ratio per standard deviation increase 1.49, 95% confidence interval 1.44-1.53), which also showed comparable results in two prospective cohorts (UK Biobank, PLCO trial), revealed an approximately fourfold difference in the lifetime risk of bladder cancer according to the PRS (e.g., 1st vs 10th decile) for both smokers and nonsmokers. CONCLUSIONS: We report novel loci associated
Published: 2023

7. Deciphering colorectal cancer genetics through multi-omic analysis of 100,204 cases and 154,587 controls of European and east Asian ancestries

Author: Fernandez-Rozadilla, C, Timofeeva, M, Chen, Z, Law, P, Thomas, M, Bien, S, Diez-Obrero, V, Li, L, Fernandez-Tajes, J, Palles, C, Sherwood, K, Harris, S, Svinti, V, McDonnell, K, Farrington, S, Studd, J, Vaughan-Shaw, P, Shu, X-O, Long, J, Cai, Q, Guo, X, Lu, Y, Scacheri, P, Huyghe, J, Harrison, T, Shibata, D, Haiman, C, Devall, M, Schumacher, F, Melas, M, Rennert, G, Obon-Santacana, M, Martin-Sanchez, V, Moratalla-Navarro, F, Oh, JH, Kim, J, Jee, SH, Jung, KJ, Kweon, S-S, Shin, M-H, Shin, A, Ahn, Y-O, Kim, D-H, Oze, I, Wen, W, Matsuo, K, Matsuda, K, Tanikawa, C, Ren, Z, Gao, Y-T, Jia, W-H, Potter, J, Jenkins, M, Win, AK, Pai, R, Figueiredo, J, Haile, R, Gallinger, S, Woods, M, Newcomb, P, Cheadle, J, Kaplan, R, Maughan, T, Kerr, R, Kerr, D, Kirac, I, Boehm, J, Mecklin, L-P, Jousilahti, P, Knekt, P, Aaltonen, L, Rissanen, H, Pukkala, E, Eriksson, J, Cajuso, T, Hanninen, U, Kondelin, J, Palin, K, Tanskanen, T, Renkonen-Sinisalo, L, Zanke, B, Mannisto, S, Albanes, D, Weinstein, S, Ruiz-Narvaez, E, Palmer, J, Buchanan, D, Platz, E, Visvanathan, K, Ulrich, C, Siegel, E, Brezina, S, Gsur, A, Campbell, P, Chang-Claude, J, Hoffmeister, M, Brenner, H, Slattery, M, Tsilidis, K, Schulze, M, Gunter, M, Murphy, N, Castells, A, Castellvi-Bel, S, Moreira, L, Arndt, V, Shcherbina, A, Stern, M, Pardamean, B, Bishop, T, Giles, G, Southey, M, Idos, G, Abu-Ful, Z, Greenson, J, Shulman, K, Lejbkowicz, F, Offit, K, Su, Y-R, Steinfelder, R, Keku, T, van Guelpen, B, Hudson, T, Hampel, H, Pearlman, R, Berndt, S, Hayes, R, Martinez, ME, Thomas, S, Corley, D, Pharoah, P, Larsson, S, Yen, Y, Lenz, H-J, White, E, Doheny, K, Pugh, E, Shelford, T, Chan, A, Cruz-Correa, M, Lindblom, A, Joshi, A, Schafmayer, C, Kundaje, A, Nickerson, D, Schoen, R, Hampe, J, Stadler, Z, Vodicka, P, Vodickova, L, Vymetalkova, V, Papadopoulos, N, Edlund, C, Gauderman, W, Thomas, D, Toland, A, Markowitz, S, Kim, A, Gruber, S, van Duijnhoven, F, Feskens, E, Sakoda, L, Gago-Dominguez, M, Wolk, A, Naccarati, A, Pardini, B, FitzGerald, L, Lee, SC, Ogino, S, Kooperberg, C, Li, C, Lin, Y, Prentice, R, Qu, C, Bezieau, S, Tangen, C, Mardis, E, Yamaji, T, Sawada, N, Iwasaki, M, Le Marchand, L, Wu, A, McNeil, C, Coetzee, G, Hayward, C, Deary, I, Theodoratou, E, Reid, S, Walker, M, Ooi, LY, Moreno, V, Casey, G, Tomlinson, I, Zheng, W, Dunlop, M, Houlston, R, Peters, U, Fernandez-Rozadilla, C, Timofeeva, M, Chen, Z, Law, P, Thomas, M, Bien, S, Diez-Obrero, V, Li, L, Fernandez-Tajes, J, Palles, C, Sherwood, K, Harris, S, Svinti, V, McDonnell, K, Farrington, S, Studd, J, Vaughan-Shaw, P, Shu, X-O, Long, J, Cai, Q, Guo, X, Lu, Y, Scacheri, P, Huyghe, J, Harrison, T, Shibata, D, Haiman, C, Devall, M, Schumacher, F, Melas, M, Rennert, G, Obon-Santacana, M, Martin-Sanchez, V, Moratalla-Navarro, F, Oh, JH, Kim, J, Jee, SH, Jung, KJ, Kweon, S-S, Shin, M-H, Shin, A, Ahn, Y-O, Kim, D-H, Oze, I, Wen, W, Matsuo, K, Matsuda, K, Tanikawa, C, Ren, Z, Gao, Y-T, Jia, W-H, Potter, J, Jenkins, M, Win, AK, Pai, R, Figueiredo, J, Haile, R, Gallinger, S, Woods, M, Newcomb, P, Cheadle, J, Kaplan, R, Maughan, T, Kerr, R, Kerr, D, Kirac, I, Boehm, J, Mecklin, L-P, Jousilahti, P, Knekt, P, Aaltonen, L, Rissanen, H, Pukkala, E, Eriksson, J, Cajuso, T, Hanninen, U, Kondelin, J, Palin, K, Tanskanen, T, Renkonen-Sinisalo, L, Zanke, B, Mannisto, S, Albanes, D, Weinstein, S, Ruiz-Narvaez, E, Palmer, J, Buchanan, D, Platz, E, Visvanathan, K, Ulrich, C, Siegel, E, Brezina, S, Gsur, A, Campbell, P, Chang-Claude, J, Hoffmeister, M, Brenner, H, Slattery, M, Tsilidis, K, Schulze, M, Gunter, M, Murphy, N, Castells, A, Castellvi-Bel, S, Moreira, L, Arndt, V, Shcherbina, A, Stern, M, Pardamean, B, Bishop, T, Giles, G, Southey, M, Idos, G, Abu-Ful, Z, Greenson, J, Shulman, K, Lejbkowicz, F, Offit, K, Su, Y-R, Steinfelder, R, Keku, T, van Guelpen, B, Hudson, T, Hampel, H, Pearlman, R, Berndt, S, Hayes, R, Martinez, ME, Thomas, S, Corley, D, Pharoah, P, Larsson, S, Yen, Y, Lenz, H-J, White, E, Doheny, K, Pugh, E, Shelford, T, Chan, A, Cruz-Correa, M, Lindblom, A, Joshi, A, Schafmayer, C, Kundaje, A, Nickerson, D, Schoen, R, Hampe, J, Stadler, Z, Vodicka, P, Vodickova, L, Vymetalkova, V, Papadopoulos, N, Edlund, C, Gauderman, W, Thomas, D, Toland, A, Markowitz, S, Kim, A, Gruber, S, van Duijnhoven, F, Feskens, E, Sakoda, L, Gago-Dominguez, M, Wolk, A, Naccarati, A, Pardini, B, FitzGerald, L, Lee, SC, Ogino, S, Kooperberg, C, Li, C, Lin, Y, Prentice, R, Qu, C, Bezieau, S, Tangen, C, Mardis, E, Yamaji, T, Sawada, N, Iwasaki, M, Le Marchand, L, Wu, A, McNeil, C, Coetzee, G, Hayward, C, Deary, I, Theodoratou, E, Reid, S, Walker, M, Ooi, LY, Moreno, V, Casey, G, Tomlinson, I, Zheng, W, Dunlop, M, Houlston, R, and Peters, U
Abstract: Colorectal cancer (CRC) is a leading cause of mortality worldwide. We conducted a genome-wide association study meta-analysis of 100,204 CRC cases and 154,587 controls of European and east Asian ancestry, identifying 205 independent risk associations, of which 50 were unreported. We performed integrative genomic, transcriptomic and methylomic analyses across large bowel mucosa and other tissues. Transcriptome- and methylome-wide association studies revealed an additional 53 risk associations. We identified 155 high-confidence effector genes functionally linked to CRC risk, many of which had no previously established role in CRC. These have multiple different functions and specifically indicate that variation in normal colorectal homeostasis, proliferation, cell adhesion, migration, immunity and microbial interactions determines CRC risk. Crosstissue analyses indicated that over a third of effector genes most probably act outside the colonic mucosa. Our findings provide insights into colorectal oncogenesis and highlight potential targets across tissues for new CRC treatment and chemoprevention strategies.
Published: 2023

8. Genome-wide Association Study of Bladder Cancer Reveals New Biological and Translational Insights.

Author: Koutros, S., Kiemeney, L.A., Pal Choudhury, P., Milne, R.L., Lopez de Maturana, E., Ye, Y., Joseph, V., Florez-Vargas, O., Dyrskjøt, L., Figueroa, J., Dutta, D., Giles, G.G., Hildebrandt, M.A.T., Offit, K., Kogevinas, M., Weiderpass, E., McCullough, M.L., Freedman, N.D., Albanes, D., Kooperberg, C., Cortessis, V.K., Karagas, M.R., Johnson, A., Schwenn, M.R., Baris, D., Furberg, H., Bajorin, D.F., Cussenot, O., Cancel-Tassin, G., Benhamou, S., Kraft, P., Porru, S., Carta, A., Bishop, T., Southey, M.C., Matullo, G., Fletcher, T., Kumar, R., Taylor, J.A., Lamy, P., Prip, F., Kalisz, M., Weinstein, S.J., Hengstler, J.G., Selinski, S., Harland, M., Teo, M., Kiltie, A.E., Tardón, A., Serra, C., Carrato, A., García-Closas, R., Lloreta, J., Schned, A., Lenz, P., Riboli, E., Brennan, P., Tjønneland, A., Otto, T., Ovsiannikov, D., Volkert, F., Vermeulen, S.H., Aben, K.K.H., Galesloot, T.E., Turman, C., Vivo, I. De, Giovannucci, E., Hunter, D.J., Hohensee, C., Hunt, R., Patel, A.V., Huang, W.Y., Thorleifsson, G., Gago-Dominguez, M., Amiano, P., Golka, K., Stern, M.C., Yan, W., Liu, J., Li, S.A., Katta, S., Hutchinson, A., Hicks, B., Wheeler, W.A., Purdue, M.P., McGlynn, K.A., Kitahara, C.M., Haiman, C.A., Greene, M.H., Rafnar, T., Chatterjee, N., Chanock, S.J., Wu, X., Real, F.X., Silverman, D.T., Garcia-Closas, M., Stefansson, K., Prokunina-Olsson, L., Malats, N., Rothman, N., Koutros, S., Kiemeney, L.A., Pal Choudhury, P., Milne, R.L., Lopez de Maturana, E., Ye, Y., Joseph, V., Florez-Vargas, O., Dyrskjøt, L., Figueroa, J., Dutta, D., Giles, G.G., Hildebrandt, M.A.T., Offit, K., Kogevinas, M., Weiderpass, E., McCullough, M.L., Freedman, N.D., Albanes, D., Kooperberg, C., Cortessis, V.K., Karagas, M.R., Johnson, A., Schwenn, M.R., Baris, D., Furberg, H., Bajorin, D.F., Cussenot, O., Cancel-Tassin, G., Benhamou, S., Kraft, P., Porru, S., Carta, A., Bishop, T., Southey, M.C., Matullo, G., Fletcher, T., Kumar, R., Taylor, J.A., Lamy, P., Prip, F., Kalisz, M., Weinstein, S.J., Hengstler, J.G., Selinski, S., Harland, M., Teo, M., Kiltie, A.E., Tardón, A., Serra, C., Carrato, A., García-Closas, R., Lloreta, J., Schned, A., Lenz, P., Riboli, E., Brennan, P., Tjønneland, A., Otto, T., Ovsiannikov, D., Volkert, F., Vermeulen, S.H., Aben, K.K.H., Galesloot, T.E., Turman, C., Vivo, I. De, Giovannucci, E., Hunter, D.J., Hohensee, C., Hunt, R., Patel, A.V., Huang, W.Y., Thorleifsson, G., Gago-Dominguez, M., Amiano, P., Golka, K., Stern, M.C., Yan, W., Liu, J., Li, S.A., Katta, S., Hutchinson, A., Hicks, B., Wheeler, W.A., Purdue, M.P., McGlynn, K.A., Kitahara, C.M., Haiman, C.A., Greene, M.H., Rafnar, T., Chatterjee, N., Chanock, S.J., Wu, X., Real, F.X., Silverman, D.T., Garcia-Closas, M., Stefansson, K., Prokunina-Olsson, L., Malats, N., and Rothman, N.
Abstract: 01 juli 2023, Item does not contain fulltext, BACKGROUND: Genomic regions identified by genome-wide association studies (GWAS) for bladder cancer risk provide new insights into etiology. OBJECTIVE: To identify new susceptibility variants for bladder cancer in a meta-analysis of new and existing genome-wide genotype data. DESIGN, SETTING, AND PARTICIPANTS: Data from 32 studies that includes 13,790 bladder cancer cases and 343,502 controls of European ancestry were used for meta-analysis. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSES: Log-additive associations of genetic variants were assessed using logistic regression models. A fixed-effects model was used for meta-analysis of the results. Stratified analyses were conducted to evaluate effect modification by sex and smoking status. A polygenic risk score (PRS) was generated on the basis of known and novel susceptibility variants and tested for interaction with smoking. RESULTS AND LIMITATIONS: Multiple novel bladder cancer susceptibility loci (6p.22.3, 7q36.3, 8q21.13, 9p21.3, 10q22.1, 19q13.33) as well as improved signals in three known regions (4p16.3, 5p15.33, 11p15.5) were identified, bringing the number of independent markers at genome-wide significance (p < 5 × 10(-8)) to 24. The 4p16.3 (FGFR3/TACC3) locus was associated with a stronger risk for women than for men (p-interaction = 0.002). Bladder cancer risk was increased by interactions between smoking status and genetic variants at 8p22 (NAT2; multiplicative p value for interaction [p(M-I)] = 0.004), 8q21.13 (PAG1; p(M-I) = 0.01), and 9p21.3 (LOC107987026/MTAP/CDKN2A; p(M-I) = 0.02). The PRS based on the 24 independent GWAS markers (odds ratio per standard deviation increase 1.49, 95% confidence interval 1.44-1.53), which also showed comparable results in two prospective cohorts (UK Biobank, PLCO trial), revealed an approximately fourfold difference in the lifetime risk of bladder cancer according to the PRS (e.g., 1st vs 10th decile) for both smokers and nonsmokers. CONCLUSIONS: We report novel loci ass
Published: 2023

9. A Type 1 Diabetes Polygenic Score Is Not Associated With Prevalent Type 2 Diabetes in Large Population Studies

Author: Srinivasan, S, Wu, PT, Mercader, JM, Udler, MS, Porneala, BC, Bartz, TM, Floyd, JS, Sitlani, C, Guo, XQ, Haessler, J, Kooperberg, C, Liu, J, Ahmad, S, van Duijn, C, Liu, CT, Goodarzi, MO, Florez, JC, Meigs, JB, Rotter, J, Rich, SS, Dupuis, J, Leong, A, Srinivasan, S, Wu, PT, Mercader, JM, Udler, MS, Porneala, BC, Bartz, TM, Floyd, JS, Sitlani, C, Guo, XQ, Haessler, J, Kooperberg, C, Liu, J, Ahmad, S, van Duijn, C, Liu, CT, Goodarzi, MO, Florez, JC, Meigs, JB, Rotter, J, Rich, SS, Dupuis, J, and Leong, A
Abstract: Context Both type 1 diabetes (T1D) and type 2 diabetes (T2D) have significant genetic contributions to risk and understanding their overlap can offer clinical insight. Objective We examined whether a T1D polygenic score (PS) was associated with a diagnosis of T2D in the Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) consortium. Methods We constructed a T1D PS using 79 known single nucleotide polymorphisms associated with T1D risk. We analyzed 13 792 T2D cases and 14 169 controls from CHARGE cohorts to determine the association between the T1D PS and T2D prevalence. We validated findings in an independent sample of 2256 T2D cases and 27 052 controls from the Mass General Brigham Biobank (MGB Biobank). As secondary analyses in 5228 T2D cases from CHARGE, we used multivariable regression models to assess the association of the T1D PS with clinical outcomes associated with T1D. Results The T1D PS was not associated with T2D both in CHARGE (P = .15) and in the MGB Biobank (P = .87). The partitioned human leukocyte antigens only PS was associated with T2D in CHARGE (OR 1.02 per 1 SD increase in PS, 95% CI 1.01-1.03, P = .006) but not in the MGB Biobank. The T1D PS was weakly associated with insulin use (OR 1.007, 95% CI 1.001-1.012, P = .03) in CHARGE T2D cases but not with other outcomes. Conclusion In large biobank samples, a common variant PS for T1D was not consistently associated with prevalent T2D. However, possible heterogeneity in T2D cannot be ruled out and future studies are needed do subphenotyping.
Published: 2023

10. Cross-ancestry investigation of venousc genomic predictors

Author: Thibord, F., Klarin, D., Brody, J.A., Chen, M.H., Levin, M.G., Chasman, D.I., Goode, E.L., Hveem, K., Teder-Laving, M., Martinez-Perez, A., Aissi, D., Daian-Bacq, D., Ito, K., Natarajan, P., Lutsey, P.L., Nadkarni, G.N., Vries, P.S. de, Cuellar-Partida, G., Wolford, B.N., Pattee, J.W., Kooperberg, C., Braekkan, S.K., Li-Gao, R.F., Saut, N., Sept, C., Germain, M., Judy, R.L., Wiggins, K.L., Ko, D., O'Donnell, C.J., Taylor, K.D., Giulianini, F., Andrade, M. de, Nost, T.H., Boland, A., Empana, J.P., Koyama, S., Gilliland, T., R. do, Huffman, J.E., Wang, X., Zhou, W., Soria, J.M., Souto, J.C., Pankratz, N., Haessler, J., Hindberg, K., Rosendaal, F.R., Turman, C., Olaso, R., Kember, R.L., Bartz, T.M., Lynch, J.A., Heckbert, S.R., Armasu, S.M., Brumpton, B., Smadja, D.M., Jouven, X., Komuro, I., Clapham, K.R., Loos, R.J.F., Willer, C.J., Sabater-Lleal, M., Pankow, J.S., Reiner, A.P., Morelli, V.M., Ridker, P.M., Vlieg, A.V., Deleuze, J.F., Kraft, P., Rader, D.J., Lee, K.M., Psaty, B.M., Skogholt, A.H., Emmerich, J., Suchon, P., Rich, S.S., Vy, H.T., Tang, W.H., Jackson, R.D., Hansen, J.B., Morange, P.E., Kabrhel, C., Tregouet, D.A., Damrauer, S.M., Johnson, A.D., and Smith, N.L.
Subjects: meta-analysis, genome-wide association study, venous thromboembolism, genetics, venous thrombosis
Abstract: Background: Venous thromboembolism (VTE) is a life-threatening vascular event with environmental and genetic determinants. Recent VTE genome-wide association studies (GWAS) meta-analyses involved nearly 30 000 VTE cases and identified up to 40 genetic loci associated with VTE risk, including loci not previously suspected to play a role in hemostasis. The aim of our research was to expand discovery of new genetic loci associated with VTE by using cross-ancestry genomic resources. Methods: We present new cross-ancestry meta-analyzed GWAS results involving up to 81 669 VTE cases from 30 studies, with replication of novel loci in independent populations and loci characterization through in silico genomic interrogations. Results: In our genetic discovery effort that included 55 330 participants with VTE (47 822 European, 6320 African, and 1188 Hispanic ancestry), we identified 48 novel associations, of which 34 were replicated after correction for multiple testing. In our combined discovery-replication analysis (81 669 VTE participants) and ancestry-stratified meta-analyses (European, African, and Hispanic), we identified another 44 novel associations, which are new candidate VTE-associated loci requiring replication. In total, across all GWAS meta-analyses, we identified 135 independent genomic loci significantly associated with VTE risk. A genetic risk score of the significantly associated loci in Europeans identified a 6-fold increase in risk for those in the top 1% of scores compared with those with average scores. We also identified 31 novel transcript associations in transcriptome-wide association studies and 8 novel candidate genes with protein quantitative-trait locus Mendelian randomization analyses. In silico interrogations of hemostasis and hematology traits and a large phenome-wide association analysis of the 135 GWAS loci provided insights to biological pathways contributing to VTE, with some loci contributing to VTE through well-characterized coagulation pathways and others providing new data on the role of hematology traits, particularly platelet function. Many of the replicated loci are outside of known or currently hypothesized pathways to thrombosis. Conclusions: Our cross-ancestry GWAS meta-analyses identified new loci associated with VTE. These findings highlight new pathways to thrombosis and provide novel molecules that may be useful in the development of improved antithrombosis treatments.
Published: 2022

11. The age-dependent association of risk factors with pancreatic cancer

Author: Yuan, C., primary, Kim, J., additional, Wang, Q.L., additional, Lee, A.A., additional, Babic, A., additional, Amundadottir, L.T., additional, Klein, A.P., additional, Li, D., additional, McCullough, M.L., additional, Petersen, G.M., additional, Risch, H.A., additional, Stolzenberg-Solomon, R.Z., additional, Perez, K., additional, Ng, K., additional, Giovannucci, E.L., additional, Stampfer, M.J., additional, Kraft, P., additional, Wolpin, B.M., additional, Ardanaz, E., additional, Arslan, A.A., additional, Beane-Freeman, L.E., additional, Bracci, P.M., additional, Bueno-de-Mesquita, B., additional, Du, M., additional, Gallinger, S., additional, Giles, G.G., additional, Goodman, P.J., additional, Katzke, V.A., additional, Kooperberg, C., additional, Malats, N., additional, Marchand, L.L., additional, Milne, R.L., additional, Neoptolemos, J.P., additional, Perdomo, S., additional, Shu, X.O., additional, Van Den Eeden, S.K., additional, Visvanathan, K., additional, White, E., additional, and Zheng, W., additional
Published: 2022
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12. Genetic landscape of the ACE2 coronavirus receptor

Author: Yang, Z, MacDonald-Dunlop, E, Chen, J, Zhai, R, Li, T, Richmond, A, Klaric, L, Pirastu, N, Ning, Z, Zheng, C, Wang, Y, Huang, T, He, Y, Guo, H, Ying, K, Gustafsson, S, Prins, B, Ramisch, A, Dermitzakis, ET, Png, G, Eriksson, N, Haessler, J, Hu, X, Zanetti, D, Boutin, T, Hwang, S-J, Wheeler, E, Pietzner, M, Raffield, LM, Kalnapenkis, A, Peters, JE, Viñuela, A, Gilly, A, Elmståhl, S, Dedoussis, G, Petrie, JR, Polašek, O, Folkersen, L, Chen, Y, Yao, C, Võsa, U, Pairo-Castineira, E, Clohisey, S, Bretherick, AD, Rawlik, K, Esko, T, Enroth, S, Johansson, Å, Gyllensten, U, Langenberg, C, Levy, D, Hayward, C, Assimes, TL, Kooperberg, C, Manichaikul, AW, Siegbahn, A, Wallentin, L, Lind, L, Zeggini, E, Schwenk, JM, Butterworth, AS, Michaëlsson, K, Pawitan, Y, Joshi, PK, Baillie, JK, Mälarstig, A, Reiner, AP, Wilson, JF, Shen, X, and GenOMICC Consortium and the IMI-DIRECT Consortium
Subjects: ANGIOTENSIN-CONVERTING ENZYME, Cardiac & Cardiovascular Systems, GenOMICC Consortium†, DATABASE, COVID, genetic, analysis, ALPHA-1-ANTITRYPSIN DEFICIENCY, 1117 Public Health and Health Services, angiotensin-converting enzyme 2, Physiology (medical), Humans, Cardiac and Cardiovascular Systems, 1102 Cardiorespiratory Medicine and Haematology, Medicinsk genetik, RISK, Kardiologi, Science & Technology, SARS-CoV-2, COVID-19, IMI-DIRECT Consortium†, 1103 Clinical Sciences, COVID-19/genetics, cardiovascular diseases, Angiotensin-Converting Enzyme 2/genetics, Cross-Sectional Studies, Peripheral Vascular Disease, Cardiovascular System & Hematology, Cardiovascular System & Cardiology, TRIAL, Cardiology and Cardiovascular Medicine, Medical Genetics, Life Sciences & Biomedicine, hormones, hormone substitutes, and hormone antagonists, Genome-Wide Association Study, Receptors, Coronavirus
Abstract: Background: SARS-CoV-2, the causal agent of COVID-19, enters human cells using the ACE2 (angiotensin-converting enzyme 2) protein as a receptor. ACE2 is thus key to the infection and treatment of the coronavirus. ACE2 is highly expressed in the heart and respiratory and gastrointestinal tracts, playing important regulatory roles in the cardiovascular and other biological systems. However, the genetic basis of the ACE2 protein levels is not well understood. Methods: We have conducted the largest genome-wide association meta-analysis of plasma ACE2 levels in >28 000 individuals of the SCALLOP Consortium (Systematic and Combined Analysis of Olink Proteins). We summarize the cross-sectional epidemiological correlates of circulating ACE2. Using the summary statistics–based high-definition likelihood method, we estimate relevant genetic correlations with cardiometabolic phenotypes, COVID-19, and other human complex traits and diseases. We perform causal inference of soluble ACE2 on vascular disease outcomes and COVID-19 severity using mendelian randomization. We also perform in silico functional analysis by integrating with other types of omics data. Results: We identified 10 loci, including 8 novel, capturing 30% of the heritability of the protein. We detected that plasma ACE2 was genetically correlated with vascular diseases, severe COVID-19, and a wide range of human complex diseases and medications. An X-chromosome cis–protein quantitative trait loci–based mendelian randomization analysis suggested a causal effect of elevated ACE2 levels on COVID-19 severity (odds ratio, 1.63 [95% CI, 1.10–2.42]; P =0.01), hospitalization (odds ratio, 1.52 [95% CI, 1.05–2.21]; P =0.03), and infection (odds ratio, 1.60 [95% CI, 1.08–2.37]; P =0.02). Tissue- and cell type–specific transcriptomic and epigenomic analysis revealed that the ACE2 regulatory variants were enriched for DNA methylation sites in blood immune cells. Conclusions: Human plasma ACE2 shares a genetic basis with cardiovascular disease, COVID-19, and other related diseases. The genetic architecture of the ACE2 protein is mapped, providing a useful resource for further biological and clinical studies on this coronavirus receptor.
Published: 2022
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13. Stroke genetics informs drug discovery and risk prediction across ancestries

Author: Mishra, A, Malik, R, Hachiya, T, Jurgenson, T, Namba, S, Posner, DC, Kamanu, FK, Koido, M, Le Grand, Q, Shi, M, He, Y, Georgakis, MK, Caro, I, Krebs, K, Liaw, Y-C, Vaura, FC, Lin, K, Winsvold, BS, Srinivasasainagendra, V, Parodi, L, Bae, H-J, Chauhan, G, Chong, MR, Tomppo, L, Akinyemi, R, Roshchupkin, GV, Habib, N, Jee, YH, Thomassen, JQ, Abedi, V, Carcel-Marquez, J, Nygaard, M, Leonard, HL, Yang, C, Yonova-Doing, E, Knol, MJ, Lewis, AJ, Judy, RL, Ago, T, Amouyel, P, Armstrong, ND, Bakker, MK, Bartz, TM, Bennett, DA, Bis, JC, Bordes, C, Borte, S, Cain, A, Ridker, PM, Cho, K, Chen, Z, Cruchaga, C, Cole, JW, de Jager, PL, de Cid, R, Endres, M, Ferreira, LE, Geerlings, MI, Gasca, NC, Gudnason, V, Hata, J, He, J, Heath, AK, Ho, Y-L, Havulinna, AS, Hopewell, JC, Hyacinth, HI, Inouye, M, Jacob, MA, Jeon, CE, Jern, C, Kamouchi, M, Keene, KL, Kitazono, T, Kittner, SJ, Konuma, T, Kumar, A, Lacaze, P, Launer, LJ, Lee, K-J, Lepik, K, Li, J, Li, L, Manichaikul, A, Markus, HS, Marston, NA, Meitinger, T, Mitchell, BD, Montellano, FA, Morisaki, T, Mosley, TH, Nalls, MA, Nordestgaard, BG, O'Donnell, MJ, Okada, Y, Onland-Moret, NC, Ovbiagele, B, Peters, A, Psaty, BM, Rich, SS, Rosand, J, Sabatine, MS, Sacco, RL, Saleheen, D, Sandset, EC, Salomaa, V, Sargurupremraj, M, Sasaki, M, Satizabal, CL, Schmidt, CO, Shimizu, A, Smith, NL, Sloane, KL, Sutoh, Y, Sun, YV, Tanno, K, Tiedt, S, Tatlisumak, T, Torres-Aguila, NP, Tiwari, HK, Tregouet, D-A, Trompet, S, Tuladhar, AM, Tybjaerg-Hansen, A, van Vugt, M, Vibo, R, Verma, SS, Wiggins, KL, Wennberg, P, Woo, D, Wilson, PWF, Xu, H, Yang, Q, Yoon, K, Millwood, IY, Gieger, C, Ninomiya, T, Grabe, HJ, Jukema, JW, Rissanen, IL, Strbian, D, Kim, YJ, Chen, P-H, Mayerhofer, E, Howson, JMM, Irvin, MR, Adams, H, Wassertheil-Smoller, S, Christensen, K, Ikram, MA, Rundek, T, Worrall, BB, Lathrop, GM, Riaz, M, Simonsick, EM, Korv, J, Franca, PHC, Zand, R, Prasad, K, Frikke-Schmidt, R, de Leeuw, F-E, Liman, T, Haeusler, KG, Ruigrok, YM, Heuschmann, PU, Longstreth, WT, Jung, KJ, Bastarache, L, Pare, G, Damrauer, SM, Chasman, DI, Rotter, JI, Anderson, CD, Zwart, J-A, Niiranen, TJ, Fornage, M, Liaw, Y-P, Seshadri, S, Fernandez-Cadenas, I, Walters, RG, Ruff, CT, Owolabi, MO, Huffman, JE, Milani, L, Kamatani, Y, Dichgans, M, Debette, S, Lee, J-M, Cheng, Y-C, Meschia, JF, Chen, WM, Sale, MM, Zonderman, AB, Evans, MK, Wilson, JG, Correa, A, Traylor, M, Lewis, CM, Reiner, A, Haessler, J, Langefeld, CD, Gottesman, RF, Yaffe, K, Liu, YM, Kooperberg, C, Lange, LA, Furie, KL, Arnett, DK, Benavente, OR, Grewal, RP, Peddareddygari, LR, Hveem, K, Lindstrom, S, Wang, L, Smith, EN, Gordon, W, Vlieg, AVH, de Andrade, M, Brody, JA, Pattee, JW, Brumpton, BM, Suchon, P, Chen, M-H, Frazer, KA, Turman, C, Germain, M, MacDonald, J, Braekkan, SK, Armasu, SM, Pankratz, N, Jackson, RD, Nielsen, JB, Giulianin, F, Puurunen, MK, Ibrahim, M, Heckbert, SR, Bammler, TK, McCauley, BM, Taylor, KD, Pankow, JS, Reiner, AP, Gabrielsen, ME, Deleuze, J-F, O'Donnell, CJ, Kim, J, McKnight, B, Kraft, P, Hansen, J-B, Rosendaal, FR, Heit, JA, Tang, W, Morange, P-E, Johnson, AD, Kabrhel, C, van Dijk, EJ, Koudstaal, PJ, Luijckx, G-J, Nederkoorn, PJ, van Oostenbrugge, RJ, Visser, MC, Wermer, MJH, Kappelle, LJ, Esko, T, Metspalu, A, Magi, R, Nelis, M, Levi, CR, Maguire, J, Jimenez-Conde, J, Sharma, P, Sudlow, CLM, Rannikmae, K, Schmidt, R, Slowik, A, Pera, J, Thijs, VNS, Lindgren, AG, Ilinca, A, Melander, O, Engstrom, G, Rexrode, KM, Rothwell, PM, Stanne, TM, Johnson, JA, Danesh, J, Butterworth, AS, Heitsch, L, Boncoraglio, GB, Kubo, M, Pezzini, A, Rolfs, A, Giese, A-K, Weir, D, Ross, OA, Lemmons, R, Soderholm, M, Cushman, M, Jood, K, McDonough, CW, Bell, S, Linkohr, B, Lee, T-H, Putaala, J, Lopez, OL, Carty, CL, Jian, X, Schminke, U, Cullell, N, Delgado, P, Ibanez, L, Krupinski, J, Lioutas, V, Matsuda, K, Montaner, J, Muino, E, Roquer, J, Sarnowski, C, Sattar, N, Sibolt, G, Teumer, A, Rutten-Jacobs, L, Kanai, M, Gretarsdottir, S, Rost, NS, Yusuf, S, Almgren, P, Ay, H, Bevan, S, Brown, RD, Carrera, C, Buring, JE, Chen, W-M, Cotlarciuc, I, de Bakker, PIW, DeStefano, AL, den Hoed, M, Duan, Q, Engelter, ST, Falcone, GJ, Gustafsson, S, Hassan, A, Holliday, EG, Howard, G, Hsu, F-C, Ingelsson, E, Harris, TB, Kissela, BM, Kleindorfer, DO, Langenberg, C, Leys, D, Lin, W-Y, Lorentzen, E, Magnusson, PK, McArdle, PF, Pulit, SL, Rice, K, Sakaue, S, Sapkota, BR, Tanislav, C, Thorleifsson, G, Thorsteinsdottir, U, Tzourio, C, van Duijn, CM, Walters, M, Wareham, NJ, Amin, N, Aparicio, HJ, Attia, J, Beiser, AS, Berr, C, Bustamante, M, Caso, V, Choi, SH, Chowhan, A, Dartigues, J-F, Delavaran, H, Dorr, M, Ford, I, Gurpreet, WS, Hamsten, A, Hozawa, A, Ingelsson, M, Iwasaki, M, Kaffashian, S, Kalra, L, Kjartansson, O, Kloss, M, Labovitz, DL, Laurie, CC, Lind, L, Lindgren, CM, Makoto, H, Minegishi, N, Morris, AP, Mueller-Nurasyid, M, Norrving, B, Ogishima, S, Parati, EA, Pedersen, NL, Perola, M, Jousilahti, P, Pileggi, S, Rabionet, R, Riba-Llena, I, Ribases, M, Romero, JR, Rudd, AG, Sarin, A-P, Sarju, R, Satoh, M, Sawada, N, Sigurdsson, A, Smith, A, Stine, OC, Stott, DJ, Strauch, K, Takai, T, Tanaka, H, Touze, E, Tsugane, S, Uitterlinden, AG, Valdimarsson, EM, van der Lee, SJ, Wakai, K, Williams, SR, Wolfe, CDA, Wong, Q, Yamaji, T, Sanghera, DK, Stefansson, K, Martinez-Majander, N, Sobue, K, Soriano-Tarraga, C, Volzke, H, Akpa, O, Sarfo, FS, Akpalu, A, Obiako, R, Wahab, K, Osaigbovo, G, Owolabi, L, Komolafe, M, Jenkins, C, Arulogun, O, Ogbole, G, Adeoye, AM, Akinyemi, J, Agunloye, A, Fakunle, AG, Uvere, E, Olalere, A, Adebajo, OJ, Chen, J, Clarke, R, Collins, R, Guo, Y, Wang, C, Lv, J, Peto, R, Chen, Y, Fairhurst-Hunter, Z, Hill, M, Pozarickij, A, Schmidt, D, Stevens, B, Turnbull, I, Yu, C, Nagai, A, Murakami, Y, Shiroma, EJ, Sigurdsson, S, Ghanbari, M, Boerwinkle, E, Fongang, B, Wang, R, Ikram, MK, Volker, U, de Laat, KF, van Norden, AGW, de Kort, PL, Vermeer, SE, Brouwers, PJAM, Gons, RAR, den Heijer, T, van Dijk, GW, van Rooij, 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LJ, Esko, T, Metspalu, A, Magi, R, Nelis, M, Levi, CR, Maguire, J, Jimenez-Conde, J, Sharma, P, Sudlow, CLM, Rannikmae, K, Schmidt, R, Slowik, A, Pera, J, Thijs, VNS, Lindgren, AG, Ilinca, A, Melander, O, Engstrom, G, Rexrode, KM, Rothwell, PM, Stanne, TM, Johnson, JA, Danesh, J, Butterworth, AS, Heitsch, L, Boncoraglio, GB, Kubo, M, Pezzini, A, Rolfs, A, Giese, A-K, Weir, D, Ross, OA, Lemmons, R, Soderholm, M, Cushman, M, Jood, K, McDonough, CW, Bell, S, Linkohr, B, Lee, T-H, Putaala, J, Lopez, OL, Carty, CL, Jian, X, Schminke, U, Cullell, N, Delgado, P, Ibanez, L, Krupinski, J, Lioutas, V, Matsuda, K, Montaner, J, Muino, E, Roquer, J, Sarnowski, C, Sattar, N, Sibolt, G, Teumer, A, Rutten-Jacobs, L, Kanai, M, Gretarsdottir, S, Rost, NS, Yusuf, S, Almgren, P, Ay, H, Bevan, S, Brown, RD, Carrera, C, Buring, JE, Chen, W-M, Cotlarciuc, I, de Bakker, PIW, DeStefano, AL, den Hoed, M, Duan, Q, Engelter, ST, Falcone, GJ, Gustafsson, S, Hassan, A, Holliday, EG, Howard, G, Hsu, F-C, Ingelsson, E, Harris, TB, Kissela, BM, Kleindorfer, DO, Langenberg, C, Leys, D, Lin, W-Y, Lorentzen, E, Magnusson, PK, McArdle, PF, Pulit, SL, Rice, K, Sakaue, S, Sapkota, BR, Tanislav, C, Thorleifsson, G, Thorsteinsdottir, U, Tzourio, C, van Duijn, CM, Walters, M, Wareham, NJ, Amin, N, Aparicio, HJ, Attia, J, Beiser, AS, Berr, C, Bustamante, M, Caso, V, Choi, SH, Chowhan, A, Dartigues, J-F, Delavaran, H, Dorr, M, Ford, I, Gurpreet, WS, Hamsten, A, Hozawa, A, Ingelsson, M, Iwasaki, M, Kaffashian, S, Kalra, L, Kjartansson, O, Kloss, M, Labovitz, DL, Laurie, CC, Lind, L, Lindgren, CM, Makoto, H, Minegishi, N, Morris, AP, Mueller-Nurasyid, M, Norrving, B, Ogishima, S, Parati, EA, Pedersen, NL, Perola, M, Jousilahti, P, Pileggi, S, Rabionet, R, Riba-Llena, I, Ribases, M, Romero, JR, Rudd, AG, Sarin, A-P, Sarju, R, Satoh, M, Sawada, N, Sigurdsson, A, Smith, A, Stine, OC, Stott, DJ, Strauch, K, Takai, T, Tanaka, H, Touze, E, Tsugane, S, Uitterlinden, AG, Valdimarsson, EM, van der Lee, SJ, Wakai, K, Williams, SR, Wolfe, CDA, Wong, Q, Yamaji, T, Sanghera, DK, Stefansson, K, Martinez-Majander, N, Sobue, K, Soriano-Tarraga, C, Volzke, H, Akpa, O, Sarfo, FS, Akpalu, A, Obiako, R, Wahab, K, Osaigbovo, G, Owolabi, L, Komolafe, M, Jenkins, C, Arulogun, O, Ogbole, G, Adeoye, AM, Akinyemi, J, Agunloye, A, Fakunle, AG, Uvere, E, Olalere, A, Adebajo, OJ, Chen, J, Clarke, R, Collins, R, Guo, Y, Wang, C, Lv, J, Peto, R, Chen, Y, Fairhurst-Hunter, Z, Hill, M, Pozarickij, A, Schmidt, D, Stevens, B, Turnbull, I, Yu, C, Nagai, A, Murakami, Y, Shiroma, EJ, Sigurdsson, S, Ghanbari, M, Boerwinkle, E, Fongang, B, Wang, R, Ikram, MK, Volker, U, de Laat, KF, van Norden, AGW, de Kort, PL, Vermeer, SE, Brouwers, PJAM, Gons, RAR, den Heijer, T, van Dijk, GW, van Rooij, FGW, Aamodt, AH, Skogholt, AH, Willer, CJ, Heuch, I, Hagen, K, Fritsche, LG, Pedersen, LM, Ellekjaer, H, Zhou, W, Martinsen, AE, Kristoffersen, ES, Thomas, LF, Kleinschnitz, C, Frantz, S, Ungethum, K, Gallego-Fabrega, C, Lledos, M, 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Abstract: Previous genome-wide association studies (GWASs) of stroke - the second leading cause of death worldwide - were conducted predominantly in populations of European ancestry1,2. Here, in cross-ancestry GWAS meta-analyses of 110,182 patients who have had a stroke (five ancestries, 33% non-European) and 1,503,898 control individuals, we identify association signals for stroke and its subtypes at 89 (61 new) independent loci: 60 in primary inverse-variance-weighted analyses and 29 in secondary meta-regression and multitrait analyses. On the basis of internal cross-ancestry validation and an independent follow-up in 89,084 additional cases of stroke (30% non-European) and 1,013,843 control individuals, 87% of the primary stroke risk loci and 60% of the secondary stroke risk loci were replicated (P < 0.05). Effect sizes were highly correlated across ancestries. Cross-ancestry fine-mapping, in silico mutagenesis analysis3, and transcriptome-wide and proteome-wide association analyses revealed putative causal genes (such as SH3PXD2A and FURIN) and variants (such as at GRK5 and NOS3). Using a three-pronged approach4, we provide genetic evidence for putative drug effects, highlighting F11, KLKB1, PROC, GP1BA, LAMC2 and VCAM1 as possible targets, with drugs already under investigation for stroke for F11 and PROC. A polygenic score integrating cross-ancestry and ancestry-specific stroke GWASs with vascular-risk factor GWASs (integrative polygenic scores) strongly predicted ischaemic stroke in populations of European, East Asian and African ancestry5. Stroke genetic risk scores were predictive of ischaemic stroke independent of clinical risk factors in 52,600 clinical-trial participants with cardiometabolic disease. Our results provide insights to inform biology, reveal potential drug targets and derive genetic risk prediction tools across ancestries.
Published: 2022

14. A saturated map of common genetic variants associated with human height

Author: Yengo, L, Vedantam, S, Marouli, E, Sidorenko, J, Bartell, E, Sakaue, S, Graff, M, Eliasen, AU, Jiang, Y, Raghavan, S, Miao, J, Arias, JD, Graham, SE, Mukamel, RE, Spracklen, CN, Yin, X, Chen, S-H, Ferreira, T, Highland, HH, Ji, Y, Karaderi, T, Lin, K, Lull, K, Malden, DE, Medina-Gomez, C, Machado, M, Moore, A, Rueger, S, Sim, X, Vrieze, S, Ahluwalia, TS, Akiyama, M, Allison, MA, Alvarez, M, Andersen, MK, Ani, A, Appadurai, V, Arbeeva, L, Bhaskar, S, Bielak, LF, Bollepalli, S, Bonnycastle, LL, Bork-Jensen, J, Bradfield, JP, Bradford, Y, Braund, PS, Brody, JA, Burgdorf, KS, Cade, BE, Cai, H, Cai, Q, Campbell, A, Canadas-Garre, M, Catamo, E, Chai, J-F, Chai, X, Chang, L-C, Chang, Y-C, Chen, C-H, Chesi, A, Choi, SH, Chung, R-H, Cocca, M, Concas, MP, Couture, C, Cuellar-Partida, G, Danning, R, Daw, EW, Degenhard, F, Delgado, GE, Delitala, A, Demirkan, A, Deng, X, Devineni, P, Dietl, A, Dimitriou, M, Dimitrov, L, Dorajoo, R, Ekici, AB, Engmann, JE, Fairhurst-Hunter, Z, Farmaki, A-E, Faul, JD, Fernandez-Lopez, J-C, Forer, L, Francescatto, M, Freitag-Wolf, S, Fuchsberger, C, Galesloot, TE, Gao, Y, Gao, Z, Geller, F, Giannakopoulou, O, Giulianini, F, Gjesing, AP, Goel, A, Gordon, SD, Gorski, M, Grove, J, Guo, X, Gustafsson, S, Haessler, J, Hansen, TF, Havulinna, AS, Haworth, SJ, He, J, Heard-Costa, N, Hebbar, P, Hindy, G, Ho, Y-LA, Hofer, E, Holliday, E, Horn, K, Hornsby, WE, Hottenga, J-J, Huang, H, Huang, J, Huerta-Chagoya, A, Huffman, JE, Hung, Y-J, Huo, S, Hwang, MY, Iha, H, Ikeda, DD, Isono, M, Jackson, AU, Jager, S, Jansen, IE, Johansson, I, Jonas, JB, Jonsson, A, Jorgensen, T, Kalafati, I-P, Kanai, M, Kanoni, S, Karhus, LL, Kasturiratne, A, Katsuya, T, Kawaguchi, T, Kember, RL, Kentistou, KA, Kim, H-N, Kim, YJ, Kleber, ME, Knol, MJ, Kurbasic, A, Lauzon, M, Le, P, Lea, R, Lee, J-Y, Leonard, HL, Li, SA, Li, X, Liang, J, Lin, H, Lin, S-Y, Liu, J, Liu, X, Lo, KS, Long, J, Lores-Motta, L, Luan, J, Lyssenko, V, Lyytikainen, L-P, Mahajan, A, Mamakou, V, Mangino, M, Manichaikul, A, Marten, J, Mattheisen, M, Mavarani, L, McDaid, AF, Meidtner, K, Melendez, TL, Mercader, JM, Milaneschi, Y, Miller, JE, Millwood, IY, Mishra, PP, Mitchell, RE, Mollehave, LT, Morgan, A, Mucha, S, Munz, M, Nakatochi, M, Nelson, CP, Nethander, M, Nho, CW, Nielsen, AA, Nolte, IM, Nongmaithem, SS, Noordam, R, Ntalla, I, Nutile, T, Pandit, A, Christofidou, P, Parna, K, Pauper, M, Petersen, ERB, Petersen, L, Pitkanen, N, Polasek, O, Poveda, A, Preuss, MH, Pyarajan, S, Raffield, LM, Rakugi, H, Ramirez, J, Rasheed, A, Raven, D, Rayner, NW, Riveros, C, Rohde, R, Ruggiero, D, Ruotsalainen, SE, Ryan, KA, Sabater-Lleal, M, Saxena, R, Scholz, M, Sendamarai, A, Shen, B, Shi, J, Shin, JH, Sidore, C, Sitlani, CM, Slieker, RKC, Smit, RAJ, Smith, A, Smith, JA, Smyth, LJ, Southam, LE, Steinthorsdottir, V, Sun, L, Takeuchi, F, Tallapragada, D, Taylor, KD, Tayo, BO, Tcheandjieu, C, Terzikhan, N, Tesolin, P, Teumer, A, Theusch, E, Thompson, DJ, Thorleifsson, G, Timmers, PRHJ, Trompet, S, Turman, C, Vaccargiu, S, van der Laan, SW, van der Most, PJ, van Klinken, JB, van Setten, J, Verma, SS, Verweij, N, Veturi, Y, Wang, CA, Wang, C, Wang, L, Wang, Z, Warren, HR, Wei, WB, Wickremasinghe, AR, Wielscher, M, Wiggins, KL, Winsvold, BS, Wong, A, Wu, Y, Wuttke, M, Xia, R, Xie, T, Yamamoto, K, Yang, J, Yao, J, Young, H, Yousri, NA, Yu, L, Zeng, L, Zhang, W, Zhang, X, Zhao, J-H, Zhao, W, Zhou, W, Zimmermann, ME, Zoledziewska, M, Adair, LS, Adams, HHH, Aguilar-Salinas, CA, Al-Mulla, F, Arnett, DK, Asselbergs, FW, Asvold, BO, Attia, J, Banas, B, Bandinelli, S, Bennett, DA, Bergler, T, Bharadwaj, D, Biino, G, Bisgaard, H, Boerwinkle, E, Boger, CA, Bonnelykke, K, Boomsma, D, Borglum, AD, Borja, JB, Bouchard, C, Bowden, DW, Brandslund, I, Brumpton, B, Buring, JE, Caulfield, MJ, Chambers, JC, Chandak, GR, Chanock, SJ, Chaturvedi, N, Chen, Y-DI, Chen, Z, Cheng, C-Y, Christophersen, IE, Ciullo, M, Cole, JW, Collins, FS, Cooper, RS, Cruz, M, Cucca, F, Cupples, LA, Cutler, MJ, Damrauer, SM, Dantoft, TM, de Borst, GJ, de Groot, LCPGM, De Jager, PL, de Kleijn, DP, de Silva, HJ, Dedoussis, G, den Hollander, A, Du, S, Easton, DF, Elders, PJM, Eliassen, AH, Ellinor, PT, Elmstahl, S, Erdmann, J, Evans, MK, Fatkin, D, Feenstra, B, Feitosa, MF, Ferrucci, L, Ford, I, Fornage, M, Franke, A, Franks, PW, Freedman, B, Gasparini, P, Gieger, C, Girotto, G, Goddard, ME, Golightly, YM, Gonzalez-Villalpando, C, Gordon-Larsen, P, Grallert, H, Grant, SFA, Grarup, N, Griffiths, L, Gudnason, V, Haiman, C, Hakonarson, H, Hansen, T, Hartman, CA, Hattersley, AT, Hayward, C, Heckbert, SR, Heng, C-K, Hengstenberg, C, Hewitt, AW, Hishigaki, H, Hoyng, CB, Huang, PL, Huang, W, Hunt, SC, Hveem, K, Hypponen, E, Iacono, WG, Ichihara, S, Ikram, MA, Isasi, CR, Jackson, RD, Jarvelin, M-R, Jin, Z-B, Jockel, K-H, Joshi, PK, Jousilahti, P, Jukema, JW, Kahonen, M, Kamatani, Y, Kang, KD, Kaprio, J, Kardia, SLR, Karpe, F, Kato, N, Kee, F, Kessler, T, Khera, A, Khor, CC, Kiemeney, LALM, Kim, B-J, Kim, EK, Kim, H-L, Kirchhof, P, Kivimaki, M, Koh, W-P, Koistinen, HA, Kolovou, GD, Kooner, JS, Kooperberg, C, Kottgen, A, Kovacs, P, Kraaijeveld, A, Kraft, P, Krauss, RM, Kumari, M, Kutalik, Z, Laakso, M, Lange, LA, Langenberg, C, Launer, LJ, Le Marchand, L, Lee, H, Lee, NR, Lehtimaki, T, Li, H, Li, L, Lieb, W, Lin, X, Lind, L, Linneberg, A, Liu, C-T, Loeffler, M, London, B, Lubitz, SA, Lye, SJ, Mackey, DA, Magi, R, Magnusson, PKE, Marcus, GM, Vidal, PM, Martin, NG, Marz, W, Matsuda, F, McGarrah, RW, McGue, M, McKnight, AJ, Medland, SE, Mellstrom, D, Metspalu, A, Mitchell, BD, Mitchell, P, Mook-Kanamori, DO, Morris, AD, Mucci, LA, Munroe, PB, Nalls, MA, Nazarian, S, Nelson, AE, Neville, MJ, Newton-Cheh, C, Nielsen, CS, Nothen, MM, Ohlsson, C, Oldehinkel, AJ, Orozco, L, Pahkala, K, Pajukanta, P, Palmer, CNA, Parra, EJ, Pattaro, C, Pedersen, O, Pennell, CE, Penninx, BWJH, Perusse, L, Peters, A, Peyser, PA, Porteous, DJ, Posthuma, D, Power, C, Pramstaller, PP, Province, MA, Qi, Q, Qu, J, Rader, DJ, Raitakari, OT, Ralhan, S, Rallidis, LS, Rao, DC, Redline, S, Reilly, DF, Reiner, AP, Rhee, SY, Ridker, PM, Rienstra, M, Ripatti, S, Ritchie, MD, Roden, DM, Rosendaal, FR, Rotter, J, Rudan, I, Rutters, F, Sabanayagam, C, Saleheen, D, Salomaa, V, Samani, NJ, Sanghera, DK, Sattar, N, Schmidt, B, Schmidt, H, Schmidt, R, Schulze, MB, Schunkert, H, Scott, LJ, Scott, RJ, Sever, P, Shiroma, EJ, Shoemaker, MB, Shu, X-O, Simonsick, EM, Sims, M, Singh, JR, Singleton, AB, Sinner, MF, Smith, JG, Snieder, H, Spector, TD, Stampfer, MJ, Stark, KJ, Strachan, DP, t' Hart, LM, Tabara, Y, Tang, H, Tardif, J-C, Thanaraj, TA, Timpson, NJ, Tonjes, A, Tremblay, A, Tuomi, T, Tuomilehto, J, Tusie-Luna, M-T, Uitterlinden, AG, van Dam, RM, van der Harst, P, Van der Velde, N, van Duijn, CM, van Schoor, NM, Vitart, V, Volker, U, Vollenweider, P, Volzke, H, Wacher-Rodarte, NH, Walker, M, Wang, YX, Wareham, NJ, Watanabe, RM, Watkins, H, Weir, DR, Werge, TM, Widen, E, Wilkens, LR, Willemsen, G, Willett, WC, Wilson, JF, Wong, T-Y, Woo, J-T, Wright, AF, Wu, J-Y, Xu, H, Yajnik, CS, Yokota, M, Yuan, J-M, Zeggini, E, Zemel, BS, Zheng, W, Zhu, X, Zmuda, JM, Zonderman, AB, Zwart, J-A, Chasman, D, Cho, YS, Heid, IM, McCarthy, M, Ng, MCY, O'Donnell, CJ, Rivadeneira, F, Thorsteinsdottir, U, Sun, Y, Tai, ES, Boehnke, M, Deloukas, P, Justice, AE, Lindgren, CM, Loos, RJF, Mohlke, KL, North, KE, Stefansson, K, Walters, RG, Winkler, TW, Young, KL, Loh, P-R, Esko, T, Assimes, TL, Auton, A, Abecasis, GR, Willer, CJ, Locke, AE, Berndt, S, Lettre, G, Frayling, TM, Okada, Y, Wood, AR, Visscher, PM, Hirschhorn, JN, Yengo, L, Vedantam, S, Marouli, E, Sidorenko, J, Bartell, E, Sakaue, S, Graff, M, Eliasen, AU, Jiang, Y, Raghavan, S, Miao, J, Arias, JD, Graham, SE, Mukamel, RE, Spracklen, CN, Yin, X, Chen, S-H, Ferreira, T, Highland, HH, Ji, Y, Karaderi, T, Lin, K, Lull, K, Malden, DE, Medina-Gomez, C, Machado, M, Moore, A, Rueger, S, Sim, X, Vrieze, S, Ahluwalia, TS, Akiyama, M, Allison, MA, Alvarez, M, Andersen, MK, Ani, A, Appadurai, V, Arbeeva, L, Bhaskar, S, Bielak, LF, Bollepalli, S, Bonnycastle, LL, Bork-Jensen, J, Bradfield, JP, Bradford, Y, Braund, PS, Brody, JA, Burgdorf, KS, Cade, BE, Cai, H, Cai, Q, Campbell, A, Canadas-Garre, M, Catamo, E, Chai, J-F, Chai, X, Chang, L-C, Chang, Y-C, Chen, C-H, Chesi, A, Choi, SH, Chung, R-H, Cocca, M, Concas, MP, Couture, C, Cuellar-Partida, G, Danning, R, Daw, EW, Degenhard, F, Delgado, GE, Delitala, A, Demirkan, A, Deng, X, Devineni, P, Dietl, A, Dimitriou, M, Dimitrov, L, Dorajoo, R, Ekici, AB, Engmann, JE, Fairhurst-Hunter, Z, Farmaki, A-E, Faul, JD, Fernandez-Lopez, J-C, Forer, L, Francescatto, M, Freitag-Wolf, S, Fuchsberger, C, Galesloot, TE, Gao, Y, Gao, Z, Geller, F, Giannakopoulou, O, Giulianini, F, Gjesing, AP, Goel, A, Gordon, SD, Gorski, M, Grove, J, Guo, X, Gustafsson, S, Haessler, J, Hansen, TF, Havulinna, AS, Haworth, SJ, He, J, Heard-Costa, N, Hebbar, P, Hindy, G, Ho, Y-LA, Hofer, E, Holliday, E, Horn, K, Hornsby, WE, Hottenga, J-J, Huang, H, Huang, J, Huerta-Chagoya, A, Huffman, JE, Hung, Y-J, Huo, S, Hwang, MY, Iha, H, Ikeda, DD, Isono, M, Jackson, AU, Jager, S, Jansen, IE, Johansson, I, Jonas, JB, Jonsson, A, Jorgensen, T, Kalafati, I-P, Kanai, M, Kanoni, S, Karhus, LL, Kasturiratne, A, Katsuya, T, Kawaguchi, T, Kember, RL, Kentistou, KA, Kim, H-N, Kim, YJ, Kleber, ME, Knol, MJ, Kurbasic, A, Lauzon, M, Le, P, Lea, R, Lee, J-Y, Leonard, HL, Li, SA, Li, X, Liang, J, Lin, H, Lin, S-Y, Liu, J, Liu, X, Lo, KS, Long, J, Lores-Motta, L, Luan, J, Lyssenko, V, Lyytikainen, L-P, Mahajan, A, Mamakou, V, Mangino, M, Manichaikul, A, Marten, J, Mattheisen, M, Mavarani, L, McDaid, AF, Meidtner, K, Melendez, TL, Mercader, JM, Milaneschi, Y, Miller, JE, Millwood, IY, Mishra, PP, Mitchell, RE, Mollehave, LT, Morgan, A, Mucha, S, Munz, M, Nakatochi, M, Nelson, CP, Nethander, M, Nho, CW, Nielsen, AA, Nolte, IM, Nongmaithem, SS, Noordam, R, Ntalla, I, Nutile, T, Pandit, A, Christofidou, P, Parna, K, Pauper, M, Petersen, ERB, Petersen, L, Pitkanen, N, Polasek, O, Poveda, A, Preuss, MH, Pyarajan, S, Raffield, LM, Rakugi, H, Ramirez, J, Rasheed, A, Raven, D, Rayner, NW, Riveros, C, Rohde, R, Ruggiero, D, Ruotsalainen, SE, Ryan, KA, Sabater-Lleal, M, Saxena, R, Scholz, M, Sendamarai, A, Shen, B, Shi, J, Shin, JH, Sidore, C, Sitlani, CM, Slieker, RKC, Smit, RAJ, Smith, A, Smith, JA, Smyth, LJ, Southam, LE, Steinthorsdottir, V, Sun, L, Takeuchi, F, Tallapragada, D, Taylor, KD, Tayo, BO, Tcheandjieu, C, Terzikhan, N, Tesolin, P, Teumer, A, Theusch, E, Thompson, DJ, Thorleifsson, G, Timmers, PRHJ, Trompet, S, Turman, C, Vaccargiu, S, van der Laan, SW, van der Most, PJ, van Klinken, JB, van Setten, J, Verma, SS, Verweij, N, Veturi, Y, Wang, CA, Wang, C, Wang, L, Wang, Z, Warren, HR, Wei, WB, Wickremasinghe, AR, Wielscher, M, Wiggins, KL, Winsvold, BS, Wong, A, Wu, Y, Wuttke, M, Xia, R, Xie, T, Yamamoto, K, Yang, J, Yao, J, Young, H, Yousri, NA, Yu, L, Zeng, L, Zhang, W, Zhang, X, Zhao, J-H, Zhao, W, Zhou, W, Zimmermann, ME, Zoledziewska, M, Adair, LS, Adams, HHH, Aguilar-Salinas, CA, Al-Mulla, F, Arnett, DK, Asselbergs, FW, Asvold, BO, Attia, J, Banas, B, Bandinelli, S, Bennett, DA, Bergler, T, Bharadwaj, D, Biino, G, Bisgaard, H, Boerwinkle, E, Boger, CA, Bonnelykke, K, Boomsma, D, Borglum, AD, Borja, JB, Bouchard, C, Bowden, DW, Brandslund, I, Brumpton, B, Buring, JE, Caulfield, MJ, Chambers, JC, Chandak, GR, Chanock, SJ, Chaturvedi, N, Chen, Y-DI, Chen, Z, Cheng, C-Y, Christophersen, IE, Ciullo, M, Cole, JW, Collins, FS, Cooper, RS, Cruz, M, Cucca, F, Cupples, LA, Cutler, MJ, Damrauer, SM, Dantoft, TM, de Borst, GJ, de Groot, LCPGM, De Jager, PL, de Kleijn, DP, de Silva, HJ, Dedoussis, G, den Hollander, A, Du, S, Easton, DF, Elders, PJM, Eliassen, AH, Ellinor, PT, Elmstahl, S, Erdmann, J, Evans, MK, Fatkin, D, Feenstra, B, Feitosa, MF, Ferrucci, L, Ford, I, Fornage, M, Franke, A, Franks, PW, Freedman, B, Gasparini, P, Gieger, C, Girotto, G, Goddard, ME, Golightly, YM, Gonzalez-Villalpando, C, Gordon-Larsen, P, Grallert, H, Grant, SFA, Grarup, N, Griffiths, L, Gudnason, V, Haiman, C, Hakonarson, H, Hansen, T, Hartman, CA, Hattersley, AT, Hayward, C, Heckbert, SR, Heng, C-K, Hengstenberg, C, Hewitt, AW, Hishigaki, H, Hoyng, CB, Huang, PL, Huang, W, Hunt, SC, Hveem, K, Hypponen, E, Iacono, WG, Ichihara, S, Ikram, MA, Isasi, CR, Jackson, RD, Jarvelin, M-R, Jin, Z-B, Jockel, K-H, Joshi, PK, Jousilahti, P, Jukema, JW, Kahonen, M, Kamatani, Y, Kang, KD, Kaprio, J, Kardia, SLR, Karpe, F, Kato, N, Kee, F, Kessler, T, Khera, A, Khor, CC, Kiemeney, LALM, Kim, B-J, Kim, EK, Kim, H-L, Kirchhof, P, Kivimaki, M, Koh, W-P, Koistinen, HA, Kolovou, GD, Kooner, JS, Kooperberg, C, Kottgen, A, Kovacs, P, Kraaijeveld, A, Kraft, P, Krauss, RM, Kumari, M, Kutalik, Z, Laakso, M, Lange, LA, Langenberg, C, Launer, LJ, Le Marchand, L, Lee, H, Lee, NR, Lehtimaki, T, Li, H, Li, L, Lieb, W, Lin, X, Lind, L, Linneberg, A, Liu, C-T, Loeffler, M, London, B, Lubitz, SA, Lye, SJ, Mackey, DA, Magi, R, Magnusson, PKE, Marcus, GM, Vidal, PM, Martin, NG, Marz, W, Matsuda, F, McGarrah, RW, McGue, M, McKnight, AJ, Medland, SE, Mellstrom, D, Metspalu, A, Mitchell, BD, Mitchell, P, Mook-Kanamori, DO, Morris, AD, Mucci, LA, Munroe, PB, Nalls, MA, Nazarian, S, Nelson, AE, Neville, MJ, Newton-Cheh, C, Nielsen, CS, Nothen, MM, Ohlsson, C, Oldehinkel, AJ, Orozco, L, Pahkala, K, Pajukanta, P, Palmer, CNA, Parra, EJ, Pattaro, C, Pedersen, O, Pennell, CE, Penninx, BWJH, Perusse, L, Peters, A, Peyser, PA, Porteous, DJ, Posthuma, D, Power, C, Pramstaller, PP, Province, MA, Qi, Q, Qu, J, Rader, DJ, Raitakari, OT, Ralhan, S, Rallidis, LS, Rao, DC, Redline, S, Reilly, DF, Reiner, AP, Rhee, SY, Ridker, PM, Rienstra, M, Ripatti, S, Ritchie, MD, Roden, DM, Rosendaal, FR, Rotter, J, Rudan, I, Rutters, F, Sabanayagam, C, Saleheen, D, Salomaa, V, Samani, NJ, Sanghera, DK, Sattar, N, Schmidt, B, Schmidt, H, Schmidt, R, Schulze, MB, Schunkert, H, Scott, LJ, Scott, RJ, Sever, P, Shiroma, EJ, Shoemaker, MB, Shu, X-O, Simonsick, EM, Sims, M, Singh, JR, Singleton, AB, Sinner, MF, Smith, JG, Snieder, H, Spector, TD, Stampfer, MJ, Stark, KJ, Strachan, DP, t' Hart, LM, Tabara, Y, Tang, H, Tardif, J-C, Thanaraj, TA, Timpson, NJ, Tonjes, A, Tremblay, A, Tuomi, T, Tuomilehto, J, Tusie-Luna, M-T, Uitterlinden, AG, van Dam, RM, van der Harst, P, Van der Velde, N, van Duijn, CM, van Schoor, NM, Vitart, V, Volker, U, Vollenweider, P, Volzke, H, Wacher-Rodarte, NH, Walker, M, Wang, YX, Wareham, NJ, Watanabe, RM, Watkins, H, Weir, DR, Werge, TM, Widen, E, Wilkens, LR, Willemsen, G, Willett, WC, Wilson, JF, Wong, T-Y, Woo, J-T, Wright, AF, Wu, J-Y, Xu, H, Yajnik, CS, Yokota, M, Yuan, J-M, Zeggini, E, Zemel, BS, Zheng, W, Zhu, X, Zmuda, JM, Zonderman, AB, Zwart, J-A, Chasman, D, Cho, YS, Heid, IM, McCarthy, M, Ng, MCY, O'Donnell, CJ, Rivadeneira, F, Thorsteinsdottir, U, Sun, Y, Tai, ES, Boehnke, M, Deloukas, P, Justice, AE, Lindgren, CM, Loos, RJF, Mohlke, KL, North, KE, Stefansson, K, Walters, RG, Winkler, TW, Young, KL, Loh, P-R, Esko, T, Assimes, TL, Auton, A, Abecasis, GR, Willer, CJ, Locke, AE, Berndt, S, Lettre, G, Frayling, TM, Okada, Y, Wood, AR, Visscher, PM, and Hirschhorn, JN
Abstract: Common single-nucleotide polymorphisms (SNPs) are predicted to collectively explain 40-50% of phenotypic variation in human height, but identifying the specific variants and associated regions requires huge sample sizes1. Here, using data from a genome-wide association study of 5.4 million individuals of diverse ancestries, we show that 12,111 independent SNPs that are significantly associated with height account for nearly all of the common SNP-based heritability. These SNPs are clustered within 7,209 non-overlapping genomic segments with a mean size of around 90 kb, covering about 21% of the genome. The density of independent associations varies across the genome and the regions of increased density are enriched for biologically relevant genes. In out-of-sample estimation and prediction, the 12,111 SNPs (or all SNPs in the HapMap 3 panel2) account for 40% (45%) of phenotypic variance in populations of European ancestry but only around 10-20% (14-24%) in populations of other ancestries. Effect sizes, associated regions and gene prioritization are similar across ancestries, indicating that reduced prediction accuracy is likely to be explained by linkage disequilibrium and differences in allele frequency within associated regions. Finally, we show that the relevant biological pathways are detectable with smaller sample sizes than are needed to implicate causal genes and variants. Overall, this study provides a comprehensive map of specific genomic regions that contain the vast majority of common height-associated variants. Although this map is saturated for populations of European ancestry, further research is needed to achieve equivalent saturation in other ancestries.
Published: 2022

15. Analyses of biomarker traits in diverse UK biobank participants identify associations missed by European-centric analysis strategies

Author: Cheng, C.-Y., Preuss, M.H., Li, Y., Avery, C.L., Sim, X., Chai, J.-F., Haessler, J., Franceschini, N., Wen, J., Rowland, B., Kooperberg, C., Cox, N.J., Graff, M., Lee, M.P., Huang, L., Miller-Fleming, T.W., North, K.E., Raffield, L.M., and Sun, Q.
Abstract: Despite the dramatic underrepresentation of non-European populations in human genetics studies, researchers continue to exclude participants of non-European ancestry, as well as variants rare in European populations, even when these data are available. This practice perpetuates existing research disparities and can lead to important and large effect size associations being missed. Here, we conducted genome-wide association studies (GWAS) of 31 serum and urine biomarker quantitative traits in African (n = 9354), East Asian (n = 2559), and South Asian (n = 9823) ancestry UK Biobank (UKBB) participants. We adjusted for all known GWAS catalog variants for each trait, as well as novel signals identified in a recent European ancestry-focused analysis of UKBB participants. We identify 7 novel signals in African ancestry and 2 novel signals in South Asian ancestry participants (p < 1.61E−10). Many of these signals are highly plausible, including a cis pQTL for the gene encoding gamma-glutamyl transferase and PIEZO1 and G6PD variants with impacts on HbA1c through likely erythrocytic mechanisms. This work illustrates the importance of using the genetic data we already have in diverse populations, with novel discoveries possible in even modest sample sizes.
Published: 2022
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16. Publisher Correction:Discovery of rare variants associated with blood pressure regulation through meta-analysis of 1.3 million individuals

Author: Surendran, P, Feofanova, EV, Lahrouchi, N, Ntalla, I, Karthikeyan, S, Cook, J, Chen, L, Mifsud, B, Yao, C, Kraja, AT, Cartwright, JH, Hellwege, JN, Giri, A, Tragante, V, Thorleifsson, G, Liu, DJ, Prins, BP, Stewart, ID, Cabrera, CP, Eales, JM, Akbarov, A, Auer, PL, Bielak, LF, Bis, JC, Braithwaite, VS, Brody, JA, Daw, EW, Warren, HR, Drenos, F, Nielsen, SF, Faul, JD, Fauman, EB, Fava, C, Ferreira, T, Foley, CN, Franceschini, N, Gao, H, Giannakopoulou, O, Giulianini, F, Gudbjartsson, DF, Guo, X, Harris, SE, Havulinna, AS, Helgadottir, A, Huffman, JE, Hwang, S-J, Kanoni, S, Kontto, J, Larson, MG, Li-Gao, R, Lindstrom, J, Lotta, LA, Lu, Y, Luan, J, Mahajan, A, Malerba, G, Masca, NGD, Mei, H, Menni, C, Mook-Kanamori, DO, Mosen-Ansorena, D, Muller-Nurasyid, M, Pare, G, Paul, DS, Perola, M, Poveda, A, Rauramaa, R, Richard, M, Richardson, TG, Sepulveda, N, Sim, X, Smith, AV, Smith, JA, Staley, JR, Stanakova, A, Sulem, P, Theriault, S, Thorsteinsdottir, U, Trompet, S, Varga, TV, Velez Edwards, DR, Veronesi, G, Weiss, S, Willems, SM, Yao, J, Young, R, Yu, B, Zhang, W, Zhao, J-H, Zhao, W, Evangelou, E, Aeschbacher, S, Asllanaj, E, Blankenberg, S, Bonnycastle, LL, Bork-Jensen, J, Brandslund, I, Braund, PS, Burgess, S, Cho, K, Christensen, C, Connell, J, De Mutsert, R, Dominiczak, AF, Dorr, M, Eiriksdottir, G, Farmaki, A-E, Gaziano, JM, Grarup, N, Grove, ML, Hallmans, G, Hansen, T, Have, CT, Heiss, G, Jorgensen, ME, Jousilahti, P, Kajantie, E, Kamat, M, Karajamaki, A, Karpe, F, Koistinen, HA, Kovesdy, CP, Kuulasmaa, K, Laatikainen, I, Lannfelt, L, Lee, I-T, Lee, W-J, Linneberg, A, Martin, LW, Moitry, M, Nadkarni, G, Neville, MJ, Palmer, CNA, Papanicolaou, GJ, Pedersen, O, Peters, J, Poulter, N, Rasheed, A, Rasmussen, KL, Rayner, NW, Magi, R, Renstrom, F, Rettig, R, Rossouw, J, Schreiner, PJ, Sever, PS, Sigurdsson, EL, Skaaby, T, Sun, YV, Sundstrom, J, Thorgeirsson, G, Esko, T, Trabetti, E, Tsao, PS, Tuomi, T, Turner, ST, Tzoulaki, I, Vaartjes, I, Vergnaud, A-C, Willer, CJ, Wilson, PWF, Witte, DR, Yonova-Doing, E, Zhang, H, Aliya, N, Almgren, P, Amouyel, P, Asselbergs, FW, Barnes, MR, Blakemore, AI, Boehnke, M, Bots, ML, Bottinger, EP, Buring, JE, Chambers, JC, Chen, Y-DI, Chowdhury, R, Conen, D, Correa, A, Davey Smith, G, Boer, RAD, Deary, IJ, Dedoussis, G, Deloukas, P, Di Angelantonio, E, Elliott, P, Felix, SB, Ferrieres, J, Ford, I, Fornage, M, Franks, PW, Franks, S, Frossard, P, Gambaro, G, Gaunt, TR, Groop, L, Gudnason, V, Harris, TB, Hayward, C, Hennig, BJ, Herzig, K-H, Ingelsson, E, Tuomilehto, J, Jarvelin, M-R, Jukema, JW, Kardia, SLR, Kee, F, Kooner, JS, Kooperberg, C, Launer, LJ, Lind, L, Loos, RJF, Majumder, AAS, Laakso, M, McCarthy, MI, Melander, O, Mohlke, KL, Murray, AD, Nordestgaard, BG, Orho-Melander, M, Packard, CJ, Padmanabhan, S, Palmas, W, Polasek, O, Porteous, DJ, Prentice, AM, Province, MA, Relton, CL, Rice, K, Ridker, PM, Rolandsson, O, Rosendaal, FR, Rotter, JI, Rudan, I, Salomaa, V, Samani, NJ, Sattar, N, Sheu, WH-H, Smith, BH, Soranzo, N, Spector, TD, Starr, JM, Sebert, S, Taylor, KD, Lakka, TA, Timpson, NJ, Tobin, MD, Van der Harst, P, Van der Meer, P, Ramachandran, VS, Verweij, N, Virtamo, J, Volker, U, Weir, DR, Zeggini, E, Charchar, FJ, Wareham, NJ, Langenberg, C, Tomaszewski, M, Butterworth, AS, Caulfield, MJ, Danesh, J, Edwards, TL, Holm, H, Hung, AM, Lindgren, CM, Liu, C, Manning, AK, Morris, AP, Morrison, AC, O'Donnell, CJ, Psaty, BM, Saleheen, D, Stefansson, K, Boerwinkle, E, Chasman, DI, Levy, D, Newton-Cheh, C, Munroe, PB, Howson, JMM, and United Kingdom Research and Innovation
Subjects: Genetics & Heredity, Understanding Society Scientific Group, Science & Technology, business.industry, Published Erratum, Million Veteran Program, MEDLINE, Computational biology, 06 Biological Sciences, Biology, Blood pressure, Text mining, Meta-analysis, EPIC-InterAct, Genetics, ComputingMethodologies_DOCUMENTANDTEXTPROCESSING, business, Life Sciences & Biomedicine, EPIC-CVD, 11 Medical and Health Sciences, LifeLines Cohort Study, Developmental Biology
Abstract: In the version of this article originally published, the e-mail address of corresponding author Patricia B. Munroe was incorrect. The error has been corrected in the HTML and PDF versions of the article.
Published: 2021
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17. Chromosome Xq23 is associated with lower atherogenic lipid concentrations and favorable cardiometabolic indices

Author: Natarajan, P. (Pradeep), Pampana, A. (Akhil), Graham, S. E. (Sarah E.), Ruotsalainen, S. E. (Sanni E.), Perry, J. A. (James A.), de Vries, P. S. (Paul S.), Broome, J. G. (Jai G.), Pirruccello, J. P. (James P.), Honigbere, M. C. (Michael C.), Aragam, K. (Krishna), Wolford, B. (Brooke), Brody, J. A. (Jennifer A.), Antonacci-Fulton, L. (Lucinda), Arden, M. (Moscati), Aslibekyan, S. (Stella), Assimes, T. L. (Themistocles L.), Ballantyne, C. M. (Christie M.), Bielak, L. F. (Lawrence F.), Bisl, J. C. (Joshua C.), Cade, B. E. (Brian E.), Do, R. (Ron), Doddapaneni, H. (Harsha), Emery, L. S. (Leslie S.), Hung, Y.-J. (Yi-Jen), Irvin, M. R. (Marguerite R.), Khan, A. T. (Alyna T.), Lange, L. (Leslie), Lee, J. (Jiwon), Lemaitre, R. N. (Rozenn N.), Martin, L. W. (Lisa W.), Metcalf, G. (Ginger), Montasser, M. E. (May E.), Moon, J.-Y. (Jee-Young), Muzny, D. (Donna), Connell, J. R. (Jeffrey R. O.), Palmer, N. D. (Nicholette D.), Peralta, J. M. (Juan M.), Peyser, P. A. (Patricia A.), Stilp, A. M. (Adrienne M.), Tsai, M. (Michael), Wang, F. F. (Fei Fei), Weeks, D. E. (Daniel E.), Yanek, L. R. (Lisa R.), Wilson, J. G. (James G.), Abecasis, G. (Goncalo), Arnett, D. K. (Donna K.), Becker, L. C. (Lewis C.), Blangercy, J. (John), Boerwinkle, E. (Eric), Bowden, D. W. (Donald W.), Chang, Y.-C. (Yi-Cheng), Chen, Y. I. (Yii-Der, I), Choi, W. J. (Won Jung), Correa, A. (Adolfo), Curran, J. E. (Joanne E.), Daly, M. J. (Mark J.), DutcherE, S. K. (Susan K.), Ellinor, P. T. (Patrick T.), Fornage, M. (Myriam), Freedman, B. I. (Barry, I), Gabriel, S. (Stacey), Germer, S. (Soren), Gibbs, R. A. (Richard A.), He, J. (Jiang), Hveem, K. (Kristian), Jarvik, G. P. (Gail P.), Kaplan, R. C. (Robert C.), Kardia, S. L. (Sharon L. R.), Kennyn, E. (Eimear), Kim, R. W. (Ryan W.), Kooperberg, C. (Charles), Laurie, C. C. (Cathy C.), Lee, S. (Seonwook), Lloyd-Jones, D. M. (Don M.), Loos, R. J. (Ruth J. F.), Lubitz, S. A. (Steven A.), Mathias, R. A. (Rasika A.), Martinez, K. A. (Karine A. Viaud), McGarvey, S. T. (Stephen T.), Mitche, B. D. (Braxton D.), Nickerson, D. A. (Deborah A.), North, K. E. (Kari E.), Palotie, A. (Aarno), Park, C. J. (Cheol Joo), Psat, B. M. (Bruce M. Y.), Rao, D. C. (D. C.), Redline, S. (Susan), Reiner, A. P. (Alexander P.), Seo, D. (Daekwan), Seo, J.-S. (Jeong-Sun), Smith, A. V. (Albert, V), Tracy, R. P. (Russell P.), Kathiresan, S. (Sekar), Cupples, L. A. (L. Adrienne), Rotten, J. I. (Jerome, I), Morrison, A. C. (Alanna C.), Rich, S. S. (Stephen S.), Ripatti, S. (Samuli), Wilier, C. (Cristen), Peloso, G. M. (Gina M.), Vasan, R. S. (Ramachandran S.), Abe, N. (Namiko), Albert, C. (Christine), Almasy, L. (Laura), Alonso, A. (Alvaro), Ament, S. (Seth), Anderson, P. (Peter), Applebaum-Bowden, D. (Deborah), Arking, D. (Dan), Ashley-Koch, A. (Allison), Auer, P. (Paul), Avramopoulos, D. (Dimitrios), Barnard, J. (John), Barnes, K. (Kathleen), Barr, R. G. (R. Graham), Barron-Casella, E. (Emily), Beaty, T. (Terri), Becker, D. (Diane), Beer, R. (Rebecca), Begum, F. (Ferdouse), Beitelshees, A. (Amber), Benjamin, E. (Emelia), Bezerra, M. (Marcos), Bielak, L. (Larry), Blackwel, T. (Thomas), Bowler, R. (Russell), Broecke, U. (Ulrich), Bunting, K. (Karen), Burchard, E. (Esteban), Buth, E. (Erin), Cardwel, J. (Jonathan), Carty, C. (Cara), Casaburi, R. (Richard), Casella, J. (James), Chaffin, M. (Mark), Chang, C. (Christy), Chasman, D. (Daniel), Chavan, S. (Sameer), Chen, B.-J. (Bo-Juen), Chen, W.-M. (Wei-Min), Chol, M. (Michael), Choi, S. H. (Seung Hoan), Chuang, L.-M. (Lee-Ming), Chung, M. (Mina), Conomos, M. P. (Matthew P.), Cornell, E. (Elaine), Crapo, J. (James), Curtis, J. (Jeffrey), Custer, B. (Brian), Damcott, C. (Coleen), Darbar, D. (Dawood), Das, S. (Sayantan), David, S. (Sean), Davis, C. (Colleen), Daya, M. (Michelle), de Andrade, M. (Mariza), DeBaunuo, M. (Michael), Duan, Q. (Qing), Devine, R. D. (Ranjan Deka Dawn DeMeo Scott), Duggirala, Q. R. (Qing Ravi), Durda, J. P. (Jon Peter), Dutcher, S. (Susan), Eaton, C. (Charles), Ekunwe, L. (Lynette), Farber, C. (Charles), Farnaml, L. (Leanna), Fingerlin, T. (Tasha), Flickinger, M. (Matthew), Franceschini, N. (Nora), Fu, M. (Mao), Fullerton, S. M. (Stephanie M.), Fulton, L. (Lucinda), Gan, W. (Weiniu), Gao, Y. (Yan), Gass, M. (Margery), Ge, B. (Bruce), Geng, X. P. (Xiaoqi Priscilla), Gignoux, C. (Chris), Gladwin, M. (Mark), Glahn, D. (David), Gogarten, S. (Stephanie), Gong, D.-W. (Da-Wei), Goring, H. (Harald), Gu, C. C. (C. Charles), Guan, Y. (Yue), Guo, X. (Xiuqing), Haessler, J. (Jeff), Hall, M. (Michael), Harris, D. (Daniel), Hawle, N. Y. (Nicola Y.), Heavner, B. (Ben), Heckbert, S. (Susan), Hernandez, R. (Ryan), Herrington, D. (David), Hersh, C. (Craig), Hidalgo, B. (Bertha), Hixson, J. (James), Hokanson, J. (John), Hong, E. (Elliott), Hoth, K. (Karin), Hsiung, C. A. (Chao Agnes), Huston, H. (Haley), Hwu, C. M. (Chii Min), Jackson, R. (Rebecca), Jain, D. (Deepti), Jaquish, C. (Cashell), Jhun, M. A. (Min A.), Johnsen, J. (Jill), Johnson, A. (Andrew), Johnson, C. (Craig), Johnston, R. (Rich), Jones, K. (Kimberly), Kang, H. M. (Hyun Min), Kaufman, L. (Laura), Kell, S. Y. (Shannon Y.), Kessler, M. (Michael), Kinney, G. (Greg), Konkle, B. (Barbara), Kramer, H. (Holly), Krauter, S. (Stephanie), Lange, C. (Christoph), Lange, E. (Ethan), Laurie, C. (Cecelia), LeBoff, M. (Meryl), Lee, S. S. (Seunggeun Shawn), Lee, W.-J. (Wen-Jane), LeFaive, J. (Jonathon), Levine, D. (David), Levy, D. (Dan), Lewis, J. (Joshua), Li, Y. (Yun), Lin, H. (Honghuang), Lin, K. H. (Keng Han), Lin, X. (Xihong), Liu, S. (Simin), Liu, Y. (Yongmei), Lunetta, K. (Kathryn), Luo, J. (James), Mahaney, M. (Michael), Make, B. (Barry), Manichaikul, A. (Ani), Mansonl, J. (JoAnn), Margolin, L. (Lauren), Mathai, S. (Susan), McArdle, P. (Patrick), Mcdonald, M.-L. (Merry-Lynn), McFarland, S. (Sean), McHugh, C. (Caitlin), Mei, H. (Hao), Meyers, D. A. (Deborah A.), Mikulla, J. (Julie), Min, N. (Nancy), Minear, M. (Mollie), Minster, R. L. (Ryan L.), Musani, S. (Solomon), Mwasongwe, S. (Stanford), Mychaleckyj, J. C. (Josyf C.), Nadkarni, G. (Girish), Naik, R. (Rakhi), Naseri, T. (Take), Nekhai, S. (Sergei), Nelson, S. C. (Sarah C.), Nickerson, D. (Deborah), Connell, J. O. (Jeff O.), Connor, T. O. (Tim O.), Ochs-Balcom, H. (Heather), Pankow, J. (James), Papanicolaou, G. (George), Parkerl, M. (Margaret), Parsa, A. (Afshin), Penchey, S. (Sara), Perez, M. (Marco), Peters, U. (Ulrike), Phillips, L. S. (Lawrence S.), Phillips, S. (Sam), Pollin, T. (Toni), Post, W. (Wendy), Becker, J. P. (Julia Powers), Boorgula, M. P. (Meher Preethi), Preuss, M. (Michael), Prokopenko, D. (Dmitry), Qasba, P. (Pankaj), Qiao, D. (Dandi), Rafaels, N. (Nicholas), Raffield, L. (Laura), Rasmussen-Torvik, L. (Laura), Ratan, A. (Aakrosh), Reed, R. (Robert), Reganl, E. (Elizabeth), Reupena, M. S. (Muagututi Sefuiva), Rice, K. (Ken), Roden, D. (Dan), Roselli, C. (Carolina), Ruczinski, I. (Ingo), Russel, P. (Pamela), Ruuska, S. (Sarah), Ryan, K. (Kathleen), Sabino, E. C. (Ester Cerdeira), Sakornsakolpatl, P. (Phuwanat), Salzberg, S. (Steven), Sandow, K. (Kevin), Sankaran, V. G. (Vijay G.), Scheller, C. (Christopher), Schmidt, E. (Ellen), Schwander, K. (Karen), Schwartz, D. (David), Sciurba, F. (Frank), Seidman, C. (Christine), Seidman, J. (Jonathan), Sheehan, V. (Vivien), Shetty, A. (Amol), Shetty, A. (Aniket), Sheu, W. H. (Wayne Hui-Heng), Shoemaker, M. B. (M. Benjamin), Silver, B. (Brian), Silvermanl, E. (Edwin), Smith, J. (Jennifer), Smith, J. (Josh), Smith, N. (Nicholas), Smith, T. (Tanja), Smoller, S. (Sylvia), Snively, B. (Beverly), Soferlm, T. (Tamar), Streeten, E. (Elizabeth), Su, J. L. (Jessica Lasky), Sung, Y. J. (Yun Ju), Sylvia, J. (Jody), Sztalryd, C. (Carole), Taliun, D. (Daniel), Tang, H. (Hua), Taub, M. (Margaret), Taylor, K. D. (Kent D.), Taylor, S. (Simeon), Telen, M. (Marilyn), Thornton, T. A. (Timothy A.), Tinker, L. (Lesley), Tirschwel, D. (David), Tiwari, H. (Hemant), Vaidya, D. (Dhananjay), VandeHaar, P. (Peter), Vrieze, S. (Scott), Walker, T. (Tarik), Wallace, R. (Robert), Waits, A. (Avram), Wan, E. (Emily), Wang, H. (Heming), Watson, K. (Karol), Weir, B. (Bruce), Weiss, S. (Scott), Weng, L.-C. (Lu-Chen), Williams, K. (Kayleen), Williams, L. K. (L. Keoki), Wilson, C. (Carla), Wong, Q. (Quenna), Xu, H. (Huichun), Yang, I. (Ivana), Yang, R. (Rongze), Zaghlou, N. (Norann), Zekavat, M. (Maryam), Zhang, Y. (Yingze), Zhao, S. X. (Snow Xueyan), Zhao, W. (Wei), Zni, D. (Degui), Zhou, X. (Xiang), Zhu, X. (Xiaofeng), Zody, M. (Michael), Zoellner, S. (Sebastian), Daly, M. (Mark), Jacob, H. (Howard), Matakidou, A. (Athena), Runz, H. (Heiko), John, S. (Sally), Plenge, R. (Robert), McCarthy, M. (Mark), Hunkapiller, J. (Julie), Ehm, M. (Meg), Waterworth, D. (Dawn), Fox, C. (Caroline), Malarstig, A. (Anders), Klinger, K. (Kathy), Call, K. (Kathy), Mkel, T. (Tomi), Kaprio, J. (Jaakko), Virolainen, P. (Petri), Pulkki, K. (Kari), Kilpi, T. (Terhi), Perola, M. (Markus), Partanen, J. (Jukka), Pitkranta, A. (Anne), Kaarteenaho, R. (Riitta), Vainio, S. (Seppo), Savinainen, K. (Kimmo), Kosma, V.-M. (Veli-Matti), Kujala, U. (Urho), Tuovila, O. (Outi), Hendolin, M. (Minna), Pakkanen, R. (Raimo), Waring, J. (Jeff), Riley-Gillis, B. (Bridget), Liu, J. (Jimmy), Biswas, S. (Shameek), Diogo, D. (Dorothee), Marshall, C. (Catherine), Hu, X. (Xinli), Gossel, M. (Matthias), Schleutker, J. (Johanna), Arvas, M. (Mikko), Hinttala, R. (Reetta), Kettunen, J. (Johannes), Laaksonen, R. (Reijo), Mannermaa, A. (Arto), Paloneva, J. (Juha), Soininen, H. (Hilkka), Julkunen, V. (Valtteri), Remes, A. (Anne), Klviinen, R. (Reetta), Hiltunen, M. (Mikko), Peltola, J. (Jukka), Tienari, P. (Pentti), Rinne, J. (Juha), Ziemann, A. (Adam), Waring, J. (Jeffrey), Esmaeeli, S. (Sahar), Smaoui, N. (Nizar), Lehtonen, A. (Anne), Eaton, S. (Susan), Landenper, S. (Sanni), Michon, J. (John), Kerchner, G. (Geoff), Bowers, N. (Natalie), Teng, E. (Edmond), Eicher, J. (John), Mehta, V. (Vinay), Gormle, P. Y. (Padhraig Y.), Linden, K. (Kari), Whelan, C. (Christopher), Xu, F. (Fanli), Pulford, D. (David), Frkkil, M. (Martti), Pikkarainen, S. (Sampsa), Jussila, A. (Airi), Blomster, T. (Timo), Kiviniemi, M. (Mikko), Voutilainen, M. (Markku), Georgantas, B. (Bob), Heap, G. (Graham), Rahimov, F. (Fedik), Usiskin, K. (Keith), Maranville, J. (Joseph), Lu, T. (Tim), Oh, D. (Danny), Kalpala, K. (Kirsi), Miller, M. (Melissa), McCarthy, L. (Linda), Eklund, K. (Kari), Palomki, A. (Antti), Isomki, P. (Pia), Piri, L. (Laura), Kaipiainen-Seppnen, O. (Oili), Lertratanaku, A. (Apinya), Bing, D. C. (David Close Marla Hochfeld Nan), Gordillo, J. E. (Jorge Esparza), Mars, N. (Nina), Laitinen, T. (Tarja), Pelkonen, M. (Margit), Kauppi, P. (Paula), Kankaanranta, H. (Hannu), Harju, T. (Terttu), Greenberg, S. (Steven), Chen, H. (Hubert), Betts, J. (Jo), Ghosh, S. (Soumitra), Salomaa, V. (Veikko), Niiranen, T. (Teemu), Juonala, M. (Markus), Metsrinne, K. (Kaj), Khnen, M. (Mika), Junttila, J. (Juhani), Laakso, M. (Markku), Pihlajamki, J. (Jussi), Sinisalo, J. (Juha), Taskinen, M.-R. (Marja-Riitta), Tuomi, T. (Tiinamaija), Laukkanen, J. (Jari), Challis, B. (Ben), Peterson, A. (Andrew), Chu, A. (Audrey), Parkkinen, J. (Jaakko), Muslin, A. (Anthony), Joensuu, H. (Heikki), Meretoja, T. (Tuomo), Aaltonen, L. (Lauri), Auranen, A. (Annika), Karihtala, P. (Peeter), Kauppila, S. (Saila), Auvinen, P. (Pivi), Elenius, K. (Klaus), Popovic, R. (Relja), Schutzman, J. (Jennifer), Loboda, A. (Andrey), Chhibber, A. (Aparna), Lehtonen, H. (Heli), McDonough, S. (Stefan), Crohns, M. (Marika), Kulkarni, D. (Diptee), Kaarniranta, K. (Kai), Turunen, J. (Joni), Ollila, T. (Terhi), Seitsonen, S. (Sanna), Uusitalo, H. (Hannu), Aaltonen, V. (Vesa), Uusitalo-Jrvinen, H. (Hannele), Luodonp, M. (Marja), Hautala, N. (Nina), Strauss, E. (Erich), Chen, H. (Hao), Podgornaia, A. (Anna), Hoffman, J. (Joshua), Tasanen, K. (Kaisa), Huilaja, L. (Laura), Hannula-Jouppi, K. (Katariina), Salmi, T. (Teea), Peltonen, S. (Sirkku), Koulu, L. (Leena), Harvima, I. (Ilkka), Wu, Y. (Ying), Choy, D. (David), Jalanko, A. (Anu), Kajanne, R. (Risto), Lyhs, U. (Ulrike), Kaunisto, M. (Mari), Davis, J. W. (Justin Wade), Quarless, D. (Danjuma), Petrovski, S. (Slav), Chen, C.-Y. (Chia-Yen), Bronson, P. (Paola), Yang, R. (Robert), Chang, D. (Diana), Bhangale, T. (Tushar), Holzinger, E. (Emily), Wang, X. (Xulong), Chen, X. (Xing), Auro, K. (Kirsi), Wang, C. (Clarence), Xu, E. (Ethan), Auge, F. (Franck), Chatelain, C. (Clement), Kurki, M. (Mitja), Karjalainen, J. (Juha), Havulinna, A. (Aki), Palin, K. (Kimmo), Palta, P. (Priit), Parolo, P. D. (Pietro Della Briotta), Zhou, W. (Wei), Lemmel, S. (Susanna), Rivas, M. (Manuel), Harju, J. (Jarmo), Lehisto, A. (Arto), Ganna, A. (Andrea), Llorens, V. (Vincent), Karlsson, A. (Antti), Kristiansson, K. (Kati), Hyvrinen, K. (Kati), Ritari, J. (Jarmo), Wahlfors, T. (Tiina), Koskinen, M. (Miika), Pylkäs, K. (Katri), Kalaoja, M. (Marita), Karjalainen, M. (Minna), Mantere, T. (Tuomo), Kangasniemi, E. (Eeva), Heikkinen, S. (Sami), Laakkonen, E. (Eija), Kononen, J. (Juha), Loukola, A. (Anu), Laiho, P. (Pivi), Sistonen, T. (Tuuli), Kaiharju, E. (Essi), Laukkanen, M. (Markku), Jrvensivu, E. (Elina), Lhteenmki, S. (Sini), Mnnikk, L. (Lotta), Wong, R. (Regis), Mattsson, H. (Hannele), Hiekkalinna, T. (Tero), Jimnez, M. G. (Manuel Gonzlez), Donner, K. (Kati), Prn, K. (KaIle), Nunez-Fontarnau, J. (Javier), Kilpelinen, E. (Elina), Sipi, T. P. (Timo P.), Brein, G. (Georg), Dada, A. (Alexander), Awaisa, G. (Ghazal), Shcherban, A. (Anastasia), Sipil, T. (Tuomas), Laivuori, H. (Hannele), Kiiskinen, T. (Tuomo), Siirtola, H. (Harri), Tabuenca, J. G. (Javier Gracia), Kallio, L. (Lila), Soini, S. (Sirpa), Pitknen, K. (Kimmo), and Kuopio, T. (Teijo)
Subjects: Cardiovascular genetics, Genome-wide association studies
Abstract: Autosomal genetic analyses of blood lipids have yielded key insights for coronary heart disease (CHD). However, X chromosome genetic variation is understudied for blood lipids in large sample sizes. We now analyze genetic and blood lipid data in a high-coverage whole X chromosome sequencing study of 65,322 multi-ancestry participants and perform replication among 456,893 European participants. Common alleles on chromosome Xq23 are strongly associated with reduced total cholesterol, LDL cholesterol, and triglycerides (min P = 8.5 × 10−72), with similar effects for males and females. Chromosome Xq23 lipid-lowering alleles are associated with reduced odds for CHD among 42,545 cases and 591,247 controls (P = 1.7 × 10−4), and reduced odds for diabetes mellitus type 2 among 54,095 cases and 573,885 controls (P = 1.4 × 10−5). Although we observe an association with increased BMI, waist-to-hip ratio adjusted for BMI is reduced, bioimpedance analyses indicate increased gluteofemoral fat, and abdominal MRI analyses indicate reduced visceral adiposity. Co-localization analyses strongly correlate increased CHRDL1 gene expression, particularly in adipose tissue, with reduced concentrations of blood lipids.
Published: 2021

18. Mendelian randomization analysis of n-6 polyunsaturated fatty acid levels and pancreatic cancer risk.

Author: Ghoneim D.H., Zhu J., Zheng W., Long J., Murff H.J., Ye F., Setiawan V.W., Wilkens L.R., Khankari N.K., Haycock P., Antwi S.O., Yang Y., Arslan A.A., Freeman L.E.B., Bracci P.M., Canzian F., Du M., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Marchand L.L., Neale R.E., Scelo G., Visvanathan K., White E., Albane D., Amiano P., Andreott G., Babic A., Bamlet W.R., Berndt S.I., Brais L.K., Brennan P., Bueno-De-Mesquita B., Buring J.E., Campbell P.T., Rabe K.G., Chanock S.J., Duggal P., Fuchs C.S., Gaziano J.M., Goggins M.G., Hackert T., Hassan M.M., Helzlsouer K.J., Holly E.A., Hoover R.N., Katske V., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Murphy N., Oberg A.L., Porta M., Rothman N., Sesso H.D., Silverman D.T., Ian T., Wactawski-Wende J., Wang X., Wentzensen N., Yu H., Zeleniuch-Jacquotte A., Yu K., Wolpin B.M., Jacobs E.J., Duell E.J., Risch H.A., Petersen G.M., Amundadottir L.T., Kraft P., Klein A.P., Stolzenberg-Solomon R.Z., Shu X.-O., Wu L., Ghoneim D.H., Zhu J., Zheng W., Long J., Murff H.J., Ye F., Setiawan V.W., Wilkens L.R., Khankari N.K., Haycock P., Antwi S.O., Yang Y., Arslan A.A., Freeman L.E.B., Bracci P.M., Canzian F., Du M., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Marchand L.L., Neale R.E., Scelo G., Visvanathan K., White E., Albane D., Amiano P., Andreott G., Babic A., Bamlet W.R., Berndt S.I., Brais L.K., Brennan P., Bueno-De-Mesquita B., Buring J.E., Campbell P.T., Rabe K.G., Chanock S.J., Duggal P., Fuchs C.S., Gaziano J.M., Goggins M.G., Hackert T., Hassan M.M., Helzlsouer K.J., Holly E.A., Hoover R.N., Katske V., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Murphy N., Oberg A.L., Porta M., Rothman N., Sesso H.D., Silverman D.T., Ian T., Wactawski-Wende J., Wang X., Wentzensen N., Yu H., Zeleniuch-Jacquotte A., Yu K., Wolpin B.M., Jacobs E.J., Duell E.J., Risch H.A., Petersen G.M., Amundadottir L.T., Kraft P., Klein A.P., Stolzenberg-Solomon R.Z., Shu X.-O., and Wu L.
Abstract: Background: Whether circulating polyunsaturated fatty acid (PUFA) levels are associated with pancreatic cancer risk is uncertain. Mendelian randomization (MR) represents a study design using genetic instruments to better characterize the relationship between exposure and outcome. Method(s): We utilized data from genome-wide association studies within the Pancreatic Cancer Cohort Consortium and Pancreatic Cancer Case-Control Consortium, involving approximately 9,269 cases and 12,530 controls of European descent, to evaluate associations between pancreatic cancer risk and genetically predicted plasma n-6 PUFA levels. Conventional MR analyses were performed using individual-level and summary-level data. Result(s): Using genetic instruments, we did not find evidence of associations between genetically predicted plasma n-6 PUFA levels and pancreatic cancer risk [estimates per one SD increase in each PUFA-specific weighted genetic score using summary statistics: Linoleic acid odds ratio (OR)1.00, 95% confidence interval (CI) 0.98-1.02; arachidonic acid OR 1.00, 95% CI 0.99-1.01; and dihomo-gamma-linolenic acid OR 0.95, 95% CI 0.87-1.02]. The OR estimates remained virtually unchanged after adjustment for covariates, using individual-level data or summary statistics, or stratification by age and sex. Conclusion(s): Our results suggest that variations of genetically determined plasma n-6 PUFA levels are not associated with pancreatic cancer risk. Impact: These results suggest that modifying n-6 PUFA levels through food sources or supplementation may not influence risk of pancreatic cancer.Copyright © 2020 American Association for Cancer Research Inc.. All rights reserved.
Published: 2021

19. Genome-wide genediabetes and geneobesity interaction scan in 8,255 cases and 11,900 controls from panscan and PanC4 consortia.

Author: Campa D., Goodman P.J., Kooperberg C., Le Marchand L., Neale R.E., Shu X.-O., Visvanathan K., White E., Zheng W., Albanes D., Andreotti G., Babic A., Bamlet W.R., Berndt S.I., Blackford A., Bueno-De-Mesquita B., Buring J.E., Chanock S.J., Childs E., Duell E.J., Fuchs C., Michael Gaziano J., Goggins M., Hartge P., Hassam M.H., Holly E.A., Hoover R.N., Hung R.J., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Ng K., Oberg A.L., Orlow I., Peters U., Porta M., Rabe K.G., Rothman N., Scelo G., Sesso H.D., Silverman D.T., Thompson I.M., Tjonneland A., Trichopoulou A., Wactawski-Wende J., Wentzensen N., Wilkens L.R., Yu H., Zeleniuch-Jacquotte A., Amundadottir L.T., Jacobs E.J., Petersen G.M., Wolpin B.M., Risch H.A., Chatterjee N., Klein A.P., Li D., Kraft P., Wei P., Tang H., Jiang L., Stolzenberg-Solomon R.Z., Arslan A.A., Beane Freeman L.E., Bracci P.M., Brennan P., Canzian F., Du M., Gallinger S., Giles G.G., Campa D., Goodman P.J., Kooperberg C., Le Marchand L., Neale R.E., Shu X.-O., Visvanathan K., White E., Zheng W., Albanes D., Andreotti G., Babic A., Bamlet W.R., Berndt S.I., Blackford A., Bueno-De-Mesquita B., Buring J.E., Chanock S.J., Childs E., Duell E.J., Fuchs C., Michael Gaziano J., Goggins M., Hartge P., Hassam M.H., Holly E.A., Hoover R.N., Hung R.J., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Ng K., Oberg A.L., Orlow I., Peters U., Porta M., Rabe K.G., Rothman N., Scelo G., Sesso H.D., Silverman D.T., Thompson I.M., Tjonneland A., Trichopoulou A., Wactawski-Wende J., Wentzensen N., Wilkens L.R., Yu H., Zeleniuch-Jacquotte A., Amundadottir L.T., Jacobs E.J., Petersen G.M., Wolpin B.M., Risch H.A., Chatterjee N., Klein A.P., Li D., Kraft P., Wei P., Tang H., Jiang L., Stolzenberg-Solomon R.Z., Arslan A.A., Beane Freeman L.E., Bracci P.M., Brennan P., Canzian F., Du M., Gallinger S., and Giles G.G.
Abstract: Background: Obesity and diabetes are major modifiable risk factors for pancreatic cancer. Interactions between genetic variants and diabetes/obesity have not previously been comprehensively investigated in pancreatic cancer at the genome-wide level. Method(s): We conducted a gene-environment interaction (GxE) analysis including 8,255 cases and 11,900 controls from four pancreatic cancer genome-wide association study (GWAS) datasets (Pancreatic Cancer Cohort Consortium I-III and Pancreatic Cancer Case Control Consortium). Obesity (body mass index >=30 kg/m2) and diabetes (duration >=3 years) were the environmental variables of interest. Approximately 870,000 SNPs (minor allele frequency >=0.005, genotyped in at least one dataset) were analyzed. Case-control (CC), case-only (CO), and joint-effect test methods were used for SNP-level GxE analysis. As a complementary approach, gene-based GxE analysis was also performed. Age, sex, study site, and principal components accounting for population substructure were included as covariates. Meta-analysis was applied to combine individual GWAS summary statistics. Result(s): No genome-wide significant interactions (departures from a log-additive odds model) with diabetes or obesity were detected at the SNP level by the CC or CO approaches. The joint-effect test detected numerous genome-wide significant GxE signals in the GWAS main effects top hit regions, but the significance diminished after adjusting for the GWAS top hits. In the gene-based analysis, a significant interaction of diabetes with variants in the FAM63A (family with sequence similarity 63 member A) gene (significance threshold P < 1.25 106) was observed in the meta-analysis (PGxE 1/4 1.2 106, PJoint 1/4 4.2 107). Conclusion(s): This analysis did not find significant GxE interactions at the SNP level but found one significant interaction with diabetes at the gene level. A larger sample size might unveil additional genetic factors via GxE scans. Impact: This study may
Published: 2021

20. Smoking modifies pancreatic cancer risk loci on 2q21.3.

Author: Mocci E., Kundu P., Wheeler W., Arslan A.A., Beane-Freeman L.E., Bracci P.M., Brennan P., Canzian F., Du M., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Le Marchand L., Neale R.E., Shu X.-O., Visvanathan K., White E., Zheng W., Albanes D., Andreotti G., Babic A., Bamlet W.R., Berndt S.I., Blackford A.L., Bueno-De-Mesquita B., Buring J.E., Campa D., Chanock S.J., Childs E.J., Duell E.J., Fuchs C.S., Gaziano J.M., Giovannucci E.L., Goggins M.G., Hartge P., Hassan M.M., Holly E.A., Hoover R.N., Hung R.J., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Ng K., Oberg A.L., Panico S., Peters U., Porta M., Rabe K.G., Riboli E., Rothman N., Scelo G., Sesso H.D., Silverman D.T., Stevens V.L., Strobel O., Thompson I.M., Tjonneland A., Trichopoulou A., van Den Eeden S.K., Wactawski-Wende J., Wentzensen N., Wilkens L.R., Yu H., Yuan F., Zeleniuch-Jacquotte A., Amundadottir L.T., Li D., Jacobs E.J., Petersen G.M., Wolpin B.M., Risch H.A., Kraft P., Chatterjee N., Klein A.P., Stolzenberg-Solomon R., Mocci E., Kundu P., Wheeler W., Arslan A.A., Beane-Freeman L.E., Bracci P.M., Brennan P., Canzian F., Du M., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Le Marchand L., Neale R.E., Shu X.-O., Visvanathan K., White E., Zheng W., Albanes D., Andreotti G., Babic A., Bamlet W.R., Berndt S.I., Blackford A.L., Bueno-De-Mesquita B., Buring J.E., Campa D., Chanock S.J., Childs E.J., Duell E.J., Fuchs C.S., Gaziano J.M., Giovannucci E.L., Goggins M.G., Hartge P., Hassan M.M., Holly E.A., Hoover R.N., Hung R.J., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Ng K., Oberg A.L., Panico S., Peters U., Porta M., Rabe K.G., Riboli E., Rothman N., Scelo G., Sesso H.D., Silverman D.T., Stevens V.L., Strobel O., Thompson I.M., Tjonneland A., Trichopoulou A., van Den Eeden S.K., Wactawski-Wende J., Wentzensen N., Wilkens L.R., Yu H., Yuan F., Zeleniuch-Jacquotte A., Amundadottir L.T., Li D., Jacobs E.J., Petersen G.M., Wolpin B.M., Risch H.A., Kraft P., Chatterjee N., Klein A.P., and Stolzenberg-Solomon R.
Abstract: Germline variation and smoking are independently associated with pancreatic ductal adenocarcinoma (PDAC). We conducted genome-wide smoking interaction analysis of PDAC using genotype data from four previous genome-wide association studies in individuals of European ancestry (7,937 cases and 11,774 controls). Examination of expression quantitative trait loci data from the Genotype-Tissue Expression Project followed by colocalization analysis was conducted to determine whether there was support for common SNP(s) underlying the observed associations. Statistical tests were two sided and P < 5 10-8 was considered statistically significant. Genome-wide significant evidence of qualitative interaction was identified on chr2q21.3 in intron 5 of the transmembrane protein 163 (TMEM163) and upstream of the cyclin T2 (CCNT2). The most significant SNP using the Empirical Bayes method, in this region that included 45 significantly associated SNPs, was rs1818613 [per allele OR in never smokers 0.87, 95% confidence interval (CI), 0.82-0.93; former smokers 1.00, 95% CI, 0.91-1.07; current smokers 1.25, 95% CI 1.12-1.40, Pinteraction 1/4 3.08 10-9). Examination of the Genotype-Tissue Expression Project data demonstrated an expression quantitative trait locus in this region for TMEM163 and CCNT2 in several tissue types. Colocalization analysis supported a shared SNP, rs842357, in high linkage disequilibrium with rs1818613 (r2 1/4 0. 94) driving both the observed interaction and the expression quantitative trait loci signals. Future studies are needed to confirm and understand the differential biologic mechanisms by smoking status that contribute to our PDAC findings.Copyright © 2021 American Association for Cancer Research.
Published: 2021

21. Hepcidin-regulating iron metabolism genes and pancreatic ductal adenocarcinoma: a pathway analysis of genome-wide association studies.

Author: Julian-Serrano S., Yuan F., Wheeler W., Benyamin B., Machiela M.J., Arslan A.A., Beane-Freeman L.E., Bracci P.M., Duell E.J., Du M., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Marchand L.L., Neale R.E., Shu X.-O., Van Den Eeden S.K., Visvanathan K., Zheng W., Albanes D., Andreotti G., Ardanaz E., Babic A., Berndt S.I., Brais L.K., Brennan P., Bueno-de-Mesquita B., Buring J.E., Chanock S.J., Childs E.J., Chung C.C., Fabianova E., Foretova L., Fuchs C.S., Gaziano J.M., Gentiluomo M., Giovannucci E.L., Goggins M.G., Hackert T., Hartge P., Hassan M.M., Holcatova I., Holly E.A., Hung R.I., Janout V., Kurtz R.C., Lee I.-M., Malats N., McKean D., Milne R.L., Newton C.C., Oberg A.L., Perdomo S., Peters U., Porta M., Rothman N., Schulze M.B., Sesso H.D., Silverman D.T., Thompson I.M., Wactawski-Wende J., Weiderpass E., Wenstzensen N., White E., Wilkens L.R., Yu H., Zeleniuch-Jacquotte A., Zhong J., Kraft P., Li D., Campbell P.T., Petersen G.M., Wolpin B.M., Risch H.A., Amundadottir L.T., Klein A.P., Yu K., Stolzenberg-Solomon R.Z., Julian-Serrano S., Yuan F., Wheeler W., Benyamin B., Machiela M.J., Arslan A.A., Beane-Freeman L.E., Bracci P.M., Duell E.J., Du M., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Marchand L.L., Neale R.E., Shu X.-O., Van Den Eeden S.K., Visvanathan K., Zheng W., Albanes D., Andreotti G., Ardanaz E., Babic A., Berndt S.I., Brais L.K., Brennan P., Bueno-de-Mesquita B., Buring J.E., Chanock S.J., Childs E.J., Chung C.C., Fabianova E., Foretova L., Fuchs C.S., Gaziano J.M., Gentiluomo M., Giovannucci E.L., Goggins M.G., Hackert T., Hartge P., Hassan M.M., Holcatova I., Holly E.A., Hung R.I., Janout V., Kurtz R.C., Lee I.-M., Malats N., McKean D., Milne R.L., Newton C.C., Oberg A.L., Perdomo S., Peters U., Porta M., Rothman N., Schulze M.B., Sesso H.D., Silverman D.T., Thompson I.M., Wactawski-Wende J., Weiderpass E., Wenstzensen N., White E., Wilkens L.R., Yu H., Zeleniuch-Jacquotte A., Zhong J., Kraft P., Li D., Campbell P.T., Petersen G.M., Wolpin B.M., Risch H.A., Amundadottir L.T., Klein A.P., Yu K., and Stolzenberg-Solomon R.Z.
Abstract: BACKGROUND: Epidemiological studies have suggested positive associations for iron and red meat intake with risk of pancreatic ductal adenocarcinoma (PDAC). Inherited pathogenic variants in genes involved in the hepcidin-regulating iron metabolism pathway are known to cause iron overload and hemochromatosis. OBJECTIVE(S): The objective of this study was to determine whether common genetic variation in the hepcidin-regulating iron metabolism pathway is associated with PDAC. METHOD(S): We conducted a pathway analysis of the hepcidin-regulating genes using single nucleotide polymorphism (SNP) summary statistics generated from 4 genome-wide association studies in 2 large consortium studies using the summary data-based adaptive rank truncated product method. Our population consisted of 9253 PDAC cases and 12,525 controls of European descent. Our analysis included 11 hepcidin-regulating genes [bone morphogenetic protein 2 (BMP2), bone morphogenetic protein 6 (BMP6), ferritin heavy chain 1 (FTH1), ferritin light chain (FTL), hepcidin (HAMP), homeostatic iron regulator (HFE), hemojuvelin (HJV), nuclear factor erythroid 2-related factor 2 (NRF2), ferroportin 1 (SLC40A1), transferrin receptor 1 (TFR1), and transferrin receptor 2 (TFR2)] and their surrounding genomic regions (+/-20 kb) for a total of 412 SNPs. RESULT(S): The hepcidin-regulating gene pathway was significantly associated with PDAC (P = 0.002), with the HJV, TFR2, TFR1, BMP6, and HAMP genes contributing the most to the association. CONCLUSION(S): Our results support that genetic susceptibility related to the hepcidin-regulating gene pathway is associated with PDAC risk and suggest a potential role of iron metabolism in pancreatic carcinogenesis. Further studies are needed to evaluate effect modification by intake of iron-rich foods on this association.Copyright Published by Oxford University Press on behalf of the American Society for Nutrition 2021.
Published: 2021

22. Genetic insights into biological mechanisms governing human ovarian ageing.

Author: Ruth K.S., Day F.R., Hussain J., Martinez-Marchal A., Aiken C.E., Azad A., Thompson D.J., Knoblochova L., Abe H., Tarry-Adkins J.L., Gonzalez J.M., Fontanillas P., Claringbould A., Bakker O.B., Sulem P., Walters R.G., Terao C., Turon S., Horikoshi M., Lin K., Onland-Moret N.C., Sankar A., Hertz E.P.T., Timshel P.N., Shukla V., Borup R., Olsen K.W., Aguilera P., Ferrer-Roda M., Huang Y., Stankovic S., Timmers P.R.H.J., Ahearn T.U., Alizadeh B.Z., Naderi E., Andrulis I.L., Arnold A.M., Aronson K.J., Augustinsson A., Bandinelli S., Barbieri C.M., Beaumont R.N., Becher H., Beckmann M.W., Benonisdottir S., Bergmann S., Bochud M., Boerwinkle E., Bojesen S.E., Bolla M.K., Boomsma D.I., Bowker N., Brody J.A., Broer L., Buring J.E., Campbell A., Campbell H., Castelao J.E., Catamo E., Chanock S.J., Chenevix-Trench G., Ciullo M., Corre T., Couch F.J., Cox A., Crisponi L., Cross S.S., Cucca F., Czene K., Smith G.D., de Geus E.J.C.N., de Mutsert R., De Vivo I., Demerath E.W., Dennis J., Dunning A.M., Dwek M., Eriksson M., Esko T., Fasching P.A., Faul J.D., Ferrucci L., Franceschini N., Frayling T.M., Gago-Dominguez M., Mezzavilla M., Garcia-Closas M., Gieger C., Giles G.G., Grallert H., Gudbjartsson D.F., Gudnason V., Guenel P., Haiman C.A., Hakansson N., Hall P., Hayward C., He C., He W., Heiss G., Hoffding M.K., Hopper J.L., Hottenga J.J., Hu F., Hunter D., Ikram M.A., Jackson R.D., Joaquim M.D.R., John E.M., Joshi P.K., Karasik D., Kardia S.L.R., Kartsonaki C., Karlsson R., Kitahara C.M., Kolcic I., Kooperberg C., Kraft P., Kurian A.W., Kutalik Z., La Bianca M., LaChance G., Langenberg C., Launer L.J., Laven J.S.E., Lawlor D.A., Le Marchand L., Li J., Lindblom A., Lindstrom S., Lindstrom T., Linet M., Liu Y.M., Liu S., Luan J., Magi R., Magnusson P.K.E., Mangino M., Mannermaa A., Marco B., Marten J., Martin N.G., Mbarek H., McKnight B., Medland S.E., Meisinger C., Meitinger T., Menni C., Metspalu A., Milani L., Milne R.L., Montgomery G.W., Mook-Kanamori D.O., Mulas A., Mulligan A.M., Nalls M.A., Newman A., Noordam R., Nutile T., Nyholt D.R., Olshan A.F., Olsson H., Painter J.N., Patel A.V., Pedersen N.L., Perjakova N., Peters A., Peters U., Pharoah P.D.P., Polasek O., Porcu E., Psaty B.M., Rahman I., Rennert G., Rennert H.S., Ridker P.M., Ring S.M., Robino A., Rose L.M., Rosendaal F.R., Rossouw J., Rudan I., Rueedi R., Ruggiero D., Sala C.F., Saloustros E., Sandler D.P., Sanna S., Sawyer E.J., Sarnowski C., Schlessinger D., Schmidt M.K., Schoemaker M.J., Schraut K.E., Scott C., Shekari S., Shrikhande A., Smith A.V., Smith B.H., Smith J.A., Sorice R., Southey M.C., Spector T.D., Spinelli J.J., Stampfer M., Stockl D., van Meurs J.B.J., Strauch K., Styrkarsdottir U., Swerdlow A.J., Tanaka T., Teras L.R., Teumer A., Thorsteinsdottir U., Timpson N.J., Toniolo D., Traglia M., Troester M.A., Truong T., Tyrrell J., Uitterlinden A.G., Ulivi S., Vachon C.M., Vitart V., Volker U., Vollenweider P., Volzke H., Wang Q., Wareham N.J., Weinberg C.R., Weir D.R., Wilcox A.N., van Dijk K.W., Willemsen G., Wilson J.F., Wolffenbuttel B.H.R., Wolk A., Wood A.R., Zhao W., Zygmunt M., Chen Z., Li L., Franke L., Burgess S., Deelen P., Pers T.H., Grondahl M.L., Andersen C.Y., Pujol A., Lopez-Contreras A.J., Daniel J.A., Stefansson K., Chang-Claude J., van der Schouw Y.T., Lunetta K.L., Chasman D.I., Easton D.F., Visser J.A., Ozanne S.E., Namekawa S.H., Solc P., Murabito J.M., Ong K.K., Hoffmann E.R., Murray A., Roig I., Perry J.R.B., Ruth K.S., Day F.R., Hussain J., Martinez-Marchal A., Aiken C.E., Azad A., Thompson D.J., Knoblochova L., Abe H., Tarry-Adkins J.L., Gonzalez J.M., Fontanillas P., Claringbould A., Bakker O.B., Sulem P., Walters R.G., Terao C., Turon S., Horikoshi M., Lin K., Onland-Moret N.C., Sankar A., Hertz E.P.T., Timshel P.N., Shukla V., Borup R., Olsen K.W., Aguilera P., Ferrer-Roda M., Huang Y., Stankovic S., Timmers P.R.H.J., Ahearn T.U., Alizadeh B.Z., Naderi E., Andrulis I.L., Arnold A.M., Aronson K.J., Augustinsson A., Bandinelli S., Barbieri C.M., Beaumont R.N., Becher H., Beckmann M.W., Benonisdottir S., Bergmann S., Bochud M., Boerwinkle E., Bojesen S.E., Bolla M.K., Boomsma D.I., Bowker N., Brody J.A., Broer L., Buring J.E., Campbell A., Campbell H., Castelao J.E., Catamo E., Chanock S.J., Chenevix-Trench G., Ciullo M., Corre T., Couch F.J., Cox A., Crisponi L., Cross S.S., Cucca F., Czene K., Smith G.D., de Geus E.J.C.N., de Mutsert R., De Vivo I., Demerath E.W., Dennis J., Dunning A.M., Dwek M., Eriksson M., Esko T., Fasching P.A., Faul J.D., Ferrucci L., Franceschini N., Frayling T.M., Gago-Dominguez M., Mezzavilla M., Garcia-Closas M., Gieger C., Giles G.G., Grallert H., Gudbjartsson D.F., Gudnason V., Guenel P., Haiman C.A., Hakansson N., Hall P., Hayward C., He C., He W., Heiss G., Hoffding M.K., Hopper J.L., Hottenga J.J., Hu F., Hunter D., Ikram M.A., Jackson R.D., Joaquim M.D.R., John E.M., Joshi P.K., Karasik D., Kardia S.L.R., Kartsonaki C., Karlsson R., Kitahara C.M., Kolcic I., Kooperberg C., Kraft P., Kurian A.W., Kutalik Z., La Bianca M., LaChance G., Langenberg C., Launer L.J., Laven J.S.E., Lawlor D.A., Le Marchand L., Li J., Lindblom A., Lindstrom S., Lindstrom T., Linet M., Liu Y.M., Liu S., Luan J., Magi R., Magnusson P.K.E., Mangino M., Mannermaa A., Marco B., Marten J., Martin N.G., Mbarek H., McKnight B., Medland S.E., Meisinger C., Meitinger T., Menni C., Metspalu A., Milani L., Milne R.L., Montgomery G.W., Mook-Kanamori D.O., Mulas A., Mulligan A.M., Nalls M.A., Newman A., Noordam R., Nutile T., Nyholt D.R., Olshan A.F., Olsson H., Painter J.N., Patel A.V., Pedersen N.L., Perjakova N., Peters A., Peters U., Pharoah P.D.P., Polasek O., Porcu E., Psaty B.M., Rahman I., Rennert G., Rennert H.S., Ridker P.M., Ring S.M., Robino A., Rose L.M., Rosendaal F.R., Rossouw J., Rudan I., Rueedi R., Ruggiero D., Sala C.F., Saloustros E., Sandler D.P., Sanna S., Sawyer E.J., Sarnowski C., Schlessinger D., Schmidt M.K., Schoemaker M.J., Schraut K.E., Scott C., Shekari S., Shrikhande A., Smith A.V., Smith B.H., Smith J.A., Sorice R., Southey M.C., Spector T.D., Spinelli J.J., Stampfer M., Stockl D., van Meurs J.B.J., Strauch K., Styrkarsdottir U., Swerdlow A.J., Tanaka T., Teras L.R., Teumer A., Thorsteinsdottir U., Timpson N.J., Toniolo D., Traglia M., Troester M.A., Truong T., Tyrrell J., Uitterlinden A.G., Ulivi S., Vachon C.M., Vitart V., Volker U., Vollenweider P., Volzke H., Wang Q., Wareham N.J., Weinberg C.R., Weir D.R., Wilcox A.N., van Dijk K.W., Willemsen G., Wilson J.F., Wolffenbuttel B.H.R., Wolk A., Wood A.R., Zhao W., Zygmunt M., Chen Z., Li L., Franke L., Burgess S., Deelen P., Pers T.H., Grondahl M.L., Andersen C.Y., Pujol A., Lopez-Contreras A.J., Daniel J.A., Stefansson K., Chang-Claude J., van der Schouw Y.T., Lunetta K.L., Chasman D.I., Easton D.F., Visser J.A., Ozanne S.E., Namekawa S.H., Solc P., Murabito J.M., Ong K.K., Hoffmann E.R., Murray A., Roig I., and Perry J.R.B.
Abstract: Reproductive longevity is essential for fertility and influences healthy ageing in women1,2, but insights into its underlying biological mechanisms and treatments to preserve it are limited. Here we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in about 200,000 women of European ancestry. These common alleles were associated with clinical extremes of ANM; women in the top 1% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenic FMR1 premutations3. The identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR-associated genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increases fertility and extends reproductive life in mice. Causal inference analyses using the identified genetic variants indicate that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases the risk of hormone-sensitive cancers. These findings provide insight into the mechanisms that govern ovarian ageing, when they act, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease.Copyright © 2021, The Author(s), under exclusive licence to Springer Nature Limited.
Published: 2021

23. Genome-wide association study data reveal genetic susceptibility to chronic inflammatory intestinal diseases and pancreatic ductal adenocarcinoma risk.

Author: Wang X., Yuan F., Hung R.J., Walsh N., Zhang H., Platz E.A., Wheeler W., Song L., Arslan A.A., Beane Freeman L.E., Bracci P., Canzian F., Du M., Wilkens L.R., Yu H., Zeleniuch-Jacquotte A., Shi J., Duell E.J., Amundadottir L.T., Li D., Petersen G.M., Wolpin B.M., Risch H.A., Yu K., Klein A.P., Stolzenberg-Solomon R., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Le Marchand L., Neale R.E., Rosendahl J., Scelo G., Shu X.-O., Visvanathan K., White E., Zheng W., Albanes D., Amiano P., Andreotti G., Babic A., Bamlet W.R., Berndt S.I., Brennan P., Bueno-De-Mesquita B., Buring J.E., Campbell P.T., Chanock S.J., Fuchs C.S., Michael Gaziano J., Goggins M.G., Hackert T., Hartge P., Hassan M.M., Holly E.A., Hoover R.N., Katzke V., Kirsten H., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Murphy N., Ng K., Oberg A.L., Porta M., Rabe K.G., Real F.X., Rothman N., Sesso H.D., Silverman D.T., Thompson I.M., Wactawski-Wende J., Wentzensen N., Wang X., Yuan F., Hung R.J., Walsh N., Zhang H., Platz E.A., Wheeler W., Song L., Arslan A.A., Beane Freeman L.E., Bracci P., Canzian F., Du M., Wilkens L.R., Yu H., Zeleniuch-Jacquotte A., Shi J., Duell E.J., Amundadottir L.T., Li D., Petersen G.M., Wolpin B.M., Risch H.A., Yu K., Klein A.P., Stolzenberg-Solomon R., Gallinger S., Giles G.G., Goodman P.J., Kooperberg C., Le Marchand L., Neale R.E., Rosendahl J., Scelo G., Shu X.-O., Visvanathan K., White E., Zheng W., Albanes D., Amiano P., Andreotti G., Babic A., Bamlet W.R., Berndt S.I., Brennan P., Bueno-De-Mesquita B., Buring J.E., Campbell P.T., Chanock S.J., Fuchs C.S., Michael Gaziano J., Goggins M.G., Hackert T., Hartge P., Hassan M.M., Holly E.A., Hoover R.N., Katzke V., Kirsten H., Kurtz R.C., Lee I.-M., Malats N., Milne R.L., Murphy N., Ng K., Oberg A.L., Porta M., Rabe K.G., Real F.X., Rothman N., Sesso H.D., Silverman D.T., Thompson I.M., Wactawski-Wende J., and Wentzensen N.
Abstract: Registry-based epidemiologic studies suggest associations between chronic inflammatory intestinal diseases and pancreatic ductal adenocarcinoma (PDAC). As genetic susceptibility contributes to a large proportion of chronic inflammatory intestinal diseases, we hypothesize that the genomic regions surrounding established genome-wide associated variants for these chronic inflammatory diseases are associated with PDAC. We examined the association between PDAC and genomic regions (+500 kb) surrounding established common susceptibility variants for ulcerative colitis, Crohn's disease, inflammatory bowel disease, celiac disease, chronic pancreatitis, and primary sclerosing cholangitis. We analyzed summary statistics from genome-wide association studies data for 8,384 cases and 11,955 controls of European descent from two large consortium studies using the summary data-based adaptive rank truncated product method to examine the overall association of combined genomic regions for each inflammatory disease group. Combined genomic susceptibility regions for ulcerative colitis, Crohn disease, inflammatory bowel disease, and chronic pancreatitis were associated with PDAC at P values < 0.05 (0.0040, 0.0057, 0.011, and 3.4 x 10-6, respectively). After excluding the 20 PDAC susceptibility regions (+500 kb) previously identified by GWAS, the genomic regions for ulcerative colitis, Crohn disease, and inflammatory bowel disease remained associated with PDAC (P 1/4 0.0029, 0.0057, and 0.0098, respectively). Genomic regions for celiac disease (P 1/4 0.22) and primary sclerosing cholangitis (P 1/4 0.078) were not associated with PDAC. Our results support the hypothesis that genomic regions surrounding variants associated with inflammatory intestinal diseases, particularly, ulcerative colitis, Crohn disease, inflammatory bowel disease, and chronic pancreatitis are associated with PDAC.Copyright © 2020 American Association for Cancer Research.
Published: 2021

24. A transcriptome-wide association study identifies novel candidate susceptibility genes for pancreatic cancer.

Author: Hasan M., Zhang T., Xiao W., Albanes D., Andreotti G., Arslan A.A., Babic A., Bamlet W.R., Beane-Freeman L., Berndt S., Borgida A., Bracci P.M., Brais L., Brennan P., Bueno-De-Mesquita B., Buring J., Canzian F., Childs E.J., Cotterchio M., Du M., Duell E.J., Fuchs C., Gallinger S., Michael Gaziano J., Giles G.G., Giovannucci E., Goggins M., Goodman G.E., Goodman P.J., Haiman C., Hartge P., Helzlsouer K.J., Holly E.A., Klein E.A., Kogevinas M., Kurtz R.J., LeMarchand L., Malats N., Mannisto S., Milne R., Neale R.E., Ng K., Obazee O., Oberg A.L., Orlow I., Patel A.V., Peters U., Porta M., Rothman N., Scelo G., Sesso H.D., Severi G., Sieri S., Silverman D., Sund M., Tjonneland A., Thornquist M.D., Tobias G.S., Trichopoulou A., van Den Eeden S.K., Visvanathan K., Wactawski-Wende J., Wentzensen N., White E., Yu H., Yuan C., Zeleniuch-Jacquotte A., Hoover R., Brown K., Kooperberg C., Risch H.A., Jacobs E.J., Li D., Yu K., Shu X.-O., Chanock S.J., Wolpin B.M., Stolzenberg-Solomon R.Z., Chatterjee N., Klein A.P., Smith J.P., Kraft P., Shi J., Petersen G.M., Zheng W., Amundadottir L.T., Zhong J., Jermusyk A., Wu L., Hoskins J.W., Collins I., Mocci E., Zhang M., Song L., Chung C.C., Hasan M., Zhang T., Xiao W., Albanes D., Andreotti G., Arslan A.A., Babic A., Bamlet W.R., Beane-Freeman L., Berndt S., Borgida A., Bracci P.M., Brais L., Brennan P., Bueno-De-Mesquita B., Buring J., Canzian F., Childs E.J., Cotterchio M., Du M., Duell E.J., Fuchs C., Gallinger S., Michael Gaziano J., Giles G.G., Giovannucci E., Goggins M., Goodman G.E., Goodman P.J., Haiman C., Hartge P., Helzlsouer K.J., Holly E.A., Klein E.A., Kogevinas M., Kurtz R.J., LeMarchand L., Malats N., Mannisto S., Milne R., Neale R.E., Ng K., Obazee O., Oberg A.L., Orlow I., Patel A.V., Peters U., Porta M., Rothman N., Scelo G., Sesso H.D., Severi G., Sieri S., Silverman D., Sund M., Tjonneland A., Thornquist M.D., Tobias G.S., Trichopoulou A., van Den Eeden S.K., Visvanathan K., Wactawski-Wende J., Wentzensen N., White E., Yu H., Yuan C., Zeleniuch-Jacquotte A., Hoover R., Brown K., Kooperberg C., Risch H.A., Jacobs E.J., Li D., Yu K., Shu X.-O., Chanock S.J., Wolpin B.M., Stolzenberg-Solomon R.Z., Chatterjee N., Klein A.P., Smith J.P., Kraft P., Shi J., Petersen G.M., Zheng W., Amundadottir L.T., Zhong J., Jermusyk A., Wu L., Hoskins J.W., Collins I., Mocci E., Zhang M., Song L., and Chung C.C.
Abstract: Background: Although 20 pancreatic cancer susceptibility loci have been identified through genome-wide association studies in individuals of European ancestry, much of its heritability remains unexplained and the genes responsible largely unknown. Method(s): To discover novel pancreatic cancer risk loci and possible causal genes, we performed a pancreatic cancer transcriptome-wide association study in Europeans using three approaches: FUSION, MetaXcan, and Summary-MulTiXcan. We integrated genome-wide association studies summary statistics from 9040 pancreatic cancer cases and 12 496 controls, with gene expression prediction models built using transcriptome data from histologically normal pancreatic tissue samples (NCI Laboratory of Translational Genomics [n = 95] and Genotype-Tissue Expression v7 [n = 174] datasets) and data from 48 different tissues (Genotype-Tissue Expression v7, n = 74-421 samples). Result(s): We identified 25 genes whose genetically predicted expression was statistically significantly associated with pancreatic cancer risk (false discovery rate <.05), including 14 candidate genes at 11 novel loci (1p36.12: CELA3B; 9q31.1: SMC2, SMC2-AS1; 10q23.31: RP11-80H5.9; 12q13.13: SMUG1; 14q32.33: BTBD6; 15q23: HEXA; 15q26.1: RCCD1; 17q12: PNMT, CDK12, PGAP3; 17q22: SUPT4H1; 18q11.22:RP11-888D10.3; and 19p13.11: PGPEP1) and 11 at six known risk loci (5p15.33: TERT, CLPTM1L, ZDHHC11B; 7p14.1: INHBA; 9q34.2: ABO; 13q12.2: PDX1; 13q22.1: KLF5; and 16q23.1: WDR59, CFDP1, BCAR1, TMEM170A). The association for 12 of these genes (CELA3B, SMC2, and PNMT at novel risk loci and TERT, CLPTM1L, INHBA, ABO, PDX1, KLF5, WDR59, CFDP1, and BCAR1 at known loci) remained statistically significant after Bonferroni correction. Conclusion(s): By integrating gene expression and genotype data, we identified novel pancreatic cancer risk loci and candidate functional genes that warrant further investigation.Copyright © 2020 Oxford University Press. All rights reserved.
Published: 2021

25. Associations between genetically predicted blood protein biomarkers and pancreatic cancer risk.

Author: Haiman C.A., Bracci P., Katzke V., Neale R.E., Gallinger S., van Den Eeden S.K., Arslan A.A., Canzian F., Kooperberg C., Beane Freeman L.E., Scelo G., Visvanathan K., Li D., Le Marchand L., Yu H., Petersen G.M., Stolzenberg-Solomon R., Klein A.P., Cai Q., Long J., Shu X.-O., Zheng W., Wu L., Shu X., Guo X., Liu D., Bao J., Milne R.L., Giles G.G., Wu C., Du M., White E., Risch H.A., Malats N., Duell E.J., Goodman P.J., Zhu J., Haiman C.A., Bracci P., Katzke V., Neale R.E., Gallinger S., van Den Eeden S.K., Arslan A.A., Canzian F., Kooperberg C., Beane Freeman L.E., Scelo G., Visvanathan K., Li D., Le Marchand L., Yu H., Petersen G.M., Stolzenberg-Solomon R., Klein A.P., Cai Q., Long J., Shu X.-O., Zheng W., Wu L., Shu X., Guo X., Liu D., Bao J., Milne R.L., Giles G.G., Wu C., Du M., White E., Risch H.A., Malats N., Duell E.J., Goodman P.J., and Zhu J.
Abstract: Background: Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal malignancies, with few known risk factors and biomarkers. Several blood protein biomarkers have been linked to PDAC in previous studies, but these studies have assessed only a limited number of biomarkers, usually in small samples. In this study, we evaluated associations of circulating protein levels and PDAC risk using genetic instruments. Method(s): To identify novel circulating protein biomarkers of PDAC, we studied 8,280 cases and 6,728 controls of European descent from the Pancreatic Cancer Cohort Consortium and the Pancreatic Cancer Case-Control Consortium, using genetic instruments of protein quantitative trait loci. Result(s): We observed associations between predicted concentrations of 38 proteins and PDAC risk at an FDR of < 0.05, including 23 of those proteins that showed an association even after Bonferroni correction. These include the protein encoded by ABO, which has been implicated as a potential target gene of PDAC risk variant. Eight of the identified proteins (LMA2L, TM11D, IP-10, ADH1B, STOM, TENC1, DOCK9, and CRBB2) were associated with PDAC risk after adjusting for previously reported PDAC risk variants (OR ranged from 0.79 to 1.52). Pathway enrichment analysis showed that the encoding genes for implicated proteins were significantly enriched in cancer-related pathways, such as STAT3 and IL15 production. Conclusion(s): We identified 38 candidates of protein biomarkers for PDAC risk. Impact: This study identifies novel protein biomarker candidates for PDAC, which if validated by additional studies, may contribute to the etiologic understanding of PDAC development.Copyright © 2020 American Association for Cancer Research.
Published: 2021

26. Genetic insights into biological mechanisms governing human ovarian ageing

Author: Ruth, KS, Day, FR, Hussain, J, Martinez-Marchal, A, Aiken, CE, Azad, A, Thompson, DJ, Knoblochova, L, Abe, H, Tarry-Adkins, JL, Gonzalez, JM, Fontanillas, P, Claringbould, A, Bakker, OB, Sulem, P, Walters, RG, Terao, C, Turon, S, Horikoshi, M, Lin, K, Onland-Moret, NC, Sankar, A, Hertz, EPT, Timshel, PN, Shukla, V, Borup, R, Olsen, KW, Aguilera, P, Ferrer-Roda, M, Huang, Y, Stankovic, S, Timmers, PRHJ, Ahearn, TU, Alizadeh, BZ, Naderi, E, Andrulis, IL, Arnold, AM, Aronson, KJ, Augustinsson, A, Bandinelli, S, Barbieri, CM, Beaumont, RN, Becher, H, Beckmann, MW, Benonisdottir, S, Bergmann, S, Bochud, M, Boerwinkle, E, Bojesen, SE, Bolla, MK, Boomsma, DI, Bowker, N, Brody, JA, Broer, L, Buring, JE, Campbell, A, Campbell, H, Castelao, JE, Catamo, E, Chanock, SJ, Chenevix-Trench, G, Ciullo, M, Corre, T, Couch, FJ, Cox, A, Crisponi, L, Cross, SS, Cucca, F, Czene, K, Smith, GD, de Geus, EJCN, de Mutsert, R, De Vivo, I, Demerath, EW, Dennis, J, Dunning, AM, Dwek, M, Eriksson, M, Esko, T, Fasching, PA, Faul, JD, Ferrucci, L, Franceschini, N, Frayling, TM, Gago-Dominguez, M, Mezzavilla, M, Garcia-Closas, M, Gieger, C, Giles, GG, Grallert, H, Gudbjartsson, DF, Gudnason, V, Guenel, P, Haiman, CA, Hakansson, N, Hall, P, Hayward, C, He, C, He, W, Heiss, G, Hoffding, MK, Hopper, JL, Hottenga, JJ, Hu, F, Hunter, D, Ikram, MA, Jackson, RD, Joaquim, MDR, John, EM, Joshi, PK, Karasik, D, Kardia, SLR, Kartsonaki, C, Karlsson, R, Kitahara, CM, Kolcic, I, Kooperberg, C, Kraft, P, Kurian, AW, Kutalik, Z, La Bianca, M, LaChance, G, Langenberg, C, Launer, LJ, Laven, JSE, Lawlor, DA, Le Marchand, L, Li, J, Lindblom, A, Lindstrom, S, Lindstrom, T, Linet, M, Liu, Y, Liu, S, Luan, J, Magi, R, Magnusson, PKE, Mangino, M, Mannermaa, A, Marco, B, Marten, J, Martin, NG, Mbarek, H, McKnight, B, Medland, SE, Meisinger, C, Meitinger, T, Menni, C, Metspalu, A, Milani, L, Milne, RL, Montgomery, GW, Mook-Kanamori, DO, Mulas, A, Mulligan, AM, Murray, A, Nalls, MA, Newman, A, Noordam, R, Nutile, T, Nyholt, DR, Olshan, AF, Olsson, H, Painter, JN, Patel, AV, Pedersen, NL, Perjakova, N, Peters, A, Peters, U, Pharoah, PDP, Polasek, O, Porcu, E, Psaty, BM, Rahman, I, Rennert, G, Rennert, HS, Ridker, PM, Ring, SM, Robino, A, Rose, LM, Rosendaal, FR, Rossouw, J, Rudan, I, Rueedi, R, Ruggiero, D, Sala, CF, Saloustros, E, Sandler, DP, Sanna, S, Sawyer, EJ, Sarnowski, C, Schlessinger, D, Schmidt, MK, Schoemaker, MJ, Schraut, KE, Scott, C, Shekari, S, Shrikhande, A, Smith, AV, Smith, BH, Smith, JA, Sorice, R, Southey, MC, Spector, TD, Spinelli, JJ, Stampfer, M, Stoeckl, D, van Meurs, JBJ, Strauch, K, Styrkarsdottir, U, Swerdlow, AJ, Tanaka, T, Teras, LR, Teumer, A, thorsteinsdottir, U, Timpson, NJ, Toniolo, D, Traglia, M, Troester, MA, Truong, T, Tyrrell, J, Uitterlinden, AG, Ulivi, S, Vachon, CM, Vitart, V, Voelker, U, Vollenweider, P, Voelzke, H, Wang, Q, Wareham, NJ, Weinberg, CR, Weir, DR, Wilcox, AN, van Dijk, KW, Willemsen, G, Wilson, JF, Wolffenbuttel, BHR, Wolk, A, Wood, AR, Zhao, W, Zygmunt, M, Chen, Z, Li, L, Franke, L, Burgess, S, Deelen, P, Pers, TH, Grondahl, ML, Andersen, CY, Pujol, A, Lopez-Contreras, AJ, Daniel, JA, Stefansson, K, Chang-Claude, J, van der Schouw, YT, Lunetta, KL, Chasman, DI, Easton, DF, Visser, JA, Ozanne, SE, Namekawa, SH, Solc, P, Murabito, JM, Ong, KK, Hoffmann, ER, Roig, I, Perry, JRB, Ruth, KS, Day, FR, Hussain, J, Martinez-Marchal, A, Aiken, CE, Azad, A, Thompson, DJ, Knoblochova, L, Abe, H, Tarry-Adkins, JL, Gonzalez, JM, Fontanillas, P, Claringbould, A, Bakker, OB, Sulem, P, Walters, RG, Terao, C, Turon, S, Horikoshi, M, Lin, K, Onland-Moret, NC, Sankar, A, Hertz, EPT, Timshel, PN, Shukla, V, Borup, R, Olsen, KW, Aguilera, P, Ferrer-Roda, M, Huang, Y, Stankovic, S, Timmers, PRHJ, Ahearn, TU, Alizadeh, BZ, Naderi, E, Andrulis, IL, Arnold, AM, Aronson, KJ, Augustinsson, A, Bandinelli, S, Barbieri, CM, Beaumont, RN, Becher, H, Beckmann, MW, Benonisdottir, S, Bergmann, S, Bochud, M, Boerwinkle, E, Bojesen, SE, Bolla, MK, Boomsma, DI, Bowker, N, Brody, JA, Broer, L, Buring, JE, Campbell, A, Campbell, H, Castelao, JE, Catamo, E, Chanock, SJ, Chenevix-Trench, G, Ciullo, M, Corre, T, Couch, FJ, Cox, A, Crisponi, L, Cross, SS, Cucca, F, Czene, K, Smith, GD, de Geus, EJCN, de Mutsert, R, De Vivo, I, Demerath, EW, Dennis, J, Dunning, AM, Dwek, M, Eriksson, M, Esko, T, Fasching, PA, Faul, JD, Ferrucci, L, Franceschini, N, Frayling, TM, Gago-Dominguez, M, Mezzavilla, M, Garcia-Closas, M, Gieger, C, Giles, GG, Grallert, H, Gudbjartsson, DF, Gudnason, V, Guenel, P, Haiman, CA, Hakansson, N, Hall, P, Hayward, C, He, C, He, W, Heiss, G, Hoffding, MK, Hopper, JL, Hottenga, JJ, Hu, F, Hunter, D, Ikram, MA, Jackson, RD, Joaquim, MDR, John, EM, Joshi, PK, Karasik, D, Kardia, SLR, Kartsonaki, C, Karlsson, R, Kitahara, CM, Kolcic, I, Kooperberg, C, Kraft, P, Kurian, AW, Kutalik, Z, La Bianca, M, LaChance, G, Langenberg, C, Launer, LJ, Laven, JSE, Lawlor, DA, Le Marchand, L, Li, J, Lindblom, A, Lindstrom, S, Lindstrom, T, Linet, M, Liu, Y, Liu, S, Luan, J, Magi, R, Magnusson, PKE, Mangino, M, Mannermaa, A, Marco, B, Marten, J, Martin, NG, Mbarek, H, McKnight, B, Medland, SE, Meisinger, C, Meitinger, T, Menni, C, Metspalu, A, Milani, L, Milne, RL, Montgomery, GW, Mook-Kanamori, DO, Mulas, A, Mulligan, AM, Murray, A, Nalls, MA, Newman, A, Noordam, R, Nutile, T, Nyholt, DR, Olshan, AF, Olsson, H, Painter, JN, Patel, AV, Pedersen, NL, Perjakova, N, Peters, A, Peters, U, Pharoah, PDP, Polasek, O, Porcu, E, Psaty, BM, Rahman, I, Rennert, G, Rennert, HS, Ridker, PM, Ring, SM, Robino, A, Rose, LM, Rosendaal, FR, Rossouw, J, Rudan, I, Rueedi, R, Ruggiero, D, Sala, CF, Saloustros, E, Sandler, DP, Sanna, S, Sawyer, EJ, Sarnowski, C, Schlessinger, D, Schmidt, MK, Schoemaker, MJ, Schraut, KE, Scott, C, Shekari, S, Shrikhande, A, Smith, AV, Smith, BH, Smith, JA, Sorice, R, Southey, MC, Spector, TD, Spinelli, JJ, Stampfer, M, Stoeckl, D, van Meurs, JBJ, Strauch, K, Styrkarsdottir, U, Swerdlow, AJ, Tanaka, T, Teras, LR, Teumer, A, thorsteinsdottir, U, Timpson, NJ, Toniolo, D, Traglia, M, Troester, MA, Truong, T, Tyrrell, J, Uitterlinden, AG, Ulivi, S, Vachon, CM, Vitart, V, Voelker, U, Vollenweider, P, Voelzke, H, Wang, Q, Wareham, NJ, Weinberg, CR, Weir, DR, Wilcox, AN, van Dijk, KW, Willemsen, G, Wilson, JF, Wolffenbuttel, BHR, Wolk, A, Wood, AR, Zhao, W, Zygmunt, M, Chen, Z, Li, L, Franke, L, Burgess, S, Deelen, P, Pers, TH, Grondahl, ML, Andersen, CY, Pujol, A, Lopez-Contreras, AJ, Daniel, JA, Stefansson, K, Chang-Claude, J, van der Schouw, YT, Lunetta, KL, Chasman, DI, Easton, DF, Visser, JA, Ozanne, SE, Namekawa, SH, Solc, P, Murabito, JM, Ong, KK, Hoffmann, ER, Roig, I, and Perry, JRB
Abstract: Reproductive longevity is essential for fertility and influences healthy ageing in women1,2, but insights into its underlying biological mechanisms and treatments to preserve it are limited. Here we identify 290 genetic determinants of ovarian ageing, assessed using normal variation in age at natural menopause (ANM) in about 200,000 women of European ancestry. These common alleles were associated with clinical extremes of ANM; women in the top 1% of genetic susceptibility have an equivalent risk of premature ovarian insufficiency to those carrying monogenic FMR1 premutations3. The identified loci implicate a broad range of DNA damage response (DDR) processes and include loss-of-function variants in key DDR-associated genes. Integration with experimental models demonstrates that these DDR processes act across the life-course to shape the ovarian reserve and its rate of depletion. Furthermore, we demonstrate that experimental manipulation of DDR pathways highlighted by human genetics increases fertility and extends reproductive life in mice. Causal inference analyses using the identified genetic variants indicate that extending reproductive life in women improves bone health and reduces risk of type 2 diabetes, but increases the risk of hormone-sensitive cancers. These findings provide insight into the mechanisms that govern ovarian ageing, when they act, and how they might be targeted by therapeutic approaches to extend fertility and prevent disease.
Published: 2021

27. Improving reporting standards for polygenic scores in risk prediction studies

Author: Wand, H, Lambert, SA, Tamburro, C, Iacocca, MA, O'Sullivan, JW, Sillari, C, Kullo, IJ, Rowley, R, Dron, JS, Brockman, D, Venner, E, McCarthy, MI, Antoniou, AC, Easton, DF, Hegele, RA, Khera, AV, Chatterjee, N, Kooperberg, C, Edwards, K, Vlessis, K, Kinnear, K, Danesh, JN, Parkinson, H, Ramos, EM, Roberts, MC, Ormond, KE, Khoury, MJ, Janssens, ACJW, Goddard, KAB, Kraft, P, MacArthur, JAL, Inouye, M, Wojcik, GL, Wand, H, Lambert, SA, Tamburro, C, Iacocca, MA, O'Sullivan, JW, Sillari, C, Kullo, IJ, Rowley, R, Dron, JS, Brockman, D, Venner, E, McCarthy, MI, Antoniou, AC, Easton, DF, Hegele, RA, Khera, AV, Chatterjee, N, Kooperberg, C, Edwards, K, Vlessis, K, Kinnear, K, Danesh, JN, Parkinson, H, Ramos, EM, Roberts, MC, Ormond, KE, Khoury, MJ, Janssens, ACJW, Goddard, KAB, Kraft, P, MacArthur, JAL, Inouye, M, and Wojcik, GL
Abstract: Polygenic risk scores (PRSs), which often aggregate results from genome-wide association studies, can bridge the gap between initial discovery efforts and clinical applications for the estimation of disease risk using genetics. However, there is notable heterogeneity in the application and reporting of these risk scores, which hinders the translation of PRSs into clinical care. Here, in a collaboration between the Clinical Genome Resource (ClinGen) Complex Disease Working Group and the Polygenic Score (PGS) Catalog, we present the Polygenic Risk Score Reporting Standards (PRS-RS), in which we update the Genetic Risk Prediction Studies (GRIPS) Statement to reflect the present state of the field. Drawing on the input of experts in epidemiology, statistics, disease-specific applications, implementation and policy, this comprehensive reporting framework defines the minimal information that is needed to interpret and evaluate PRSs, especially with respect to downstream clinical applications. Items span detailed descriptions of study populations, statistical methods for the development and validation of PRSs and considerations for the potential limitations of these scores. In addition, we emphasize the need for data availability and transparency, and we encourage researchers to deposit and share PRSs through the PGS Catalog to facilitate reproducibility and comparative benchmarking. By providing these criteria in a structured format that builds on existing standards and ontologies, the use of this framework in publishing PRSs will facilitate translation into clinical care and progress towards defining best practice.
Published: 2021

28. Smoking Modifies Pancreatic Cancer Risk Loci on 2q21.3

Author: Mocci, E, Kundu, P, Wheeler, W, Arslan, AA, Beane-Freeman, LE, Bracci, PM, Brennan, P, Canzian, F, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Shu, X-O, Visvanathan, K, White, E, Zheng, W, Albanes, D, Andreotti, G, Babic, A, Bamlet, WR, Berndt, S, Blackford, AL, Bueno-de-Mesquita, B, Buring, JE, Campa, D, Chanock, SJ, Childs, EJ, Duell, EJ, Fuchs, CS, Gaziano, JM, Giovannucci, EL, Goggins, MG, Hartge, P, Hassan, MM, Holly, EA, Hoover, RN, Hung, RJ, Kurtz, RC, Lee, I-M, Malats, N, Milne, RL, Ng, K, Oberg, AL, Panico, S, Peters, U, Porta, M, Rabe, KG, Riboli, E, Rothman, N, Scelo, G, Sesso, HD, Silverman, DT, Stevens, VL, Strobel, O, Thompson, IM, Tjonneland, A, Trichopoulou, A, Van den Eeden, SK, Wactawski-Wende, J, Wentzensen, N, Wilkens, LR, Yu, H, Yuan, F, Zeleniuch-Jacquotte, A, Amundadottir, LT, Li, D, Jacobs, EJ, Petersen, GM, Wolpin, BM, Risch, HA, Kraft, P, Chatterjee, N, Klein, AP, Stolzenberg-Solomon, R, Mocci, E, Kundu, P, Wheeler, W, Arslan, AA, Beane-Freeman, LE, Bracci, PM, Brennan, P, Canzian, F, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Shu, X-O, Visvanathan, K, White, E, Zheng, W, Albanes, D, Andreotti, G, Babic, A, Bamlet, WR, Berndt, S, Blackford, AL, Bueno-de-Mesquita, B, Buring, JE, Campa, D, Chanock, SJ, Childs, EJ, Duell, EJ, Fuchs, CS, Gaziano, JM, Giovannucci, EL, Goggins, MG, Hartge, P, Hassan, MM, Holly, EA, Hoover, RN, Hung, RJ, Kurtz, RC, Lee, I-M, Malats, N, Milne, RL, Ng, K, Oberg, AL, Panico, S, Peters, U, Porta, M, Rabe, KG, Riboli, E, Rothman, N, Scelo, G, Sesso, HD, Silverman, DT, Stevens, VL, Strobel, O, Thompson, IM, Tjonneland, A, Trichopoulou, A, Van den Eeden, SK, Wactawski-Wende, J, Wentzensen, N, Wilkens, LR, Yu, H, Yuan, F, Zeleniuch-Jacquotte, A, Amundadottir, LT, Li, D, Jacobs, EJ, Petersen, GM, Wolpin, BM, Risch, HA, Kraft, P, Chatterjee, N, Klein, AP, and Stolzenberg-Solomon, R
Abstract: Germline variation and smoking are independently associated with pancreatic ductal adenocarcinoma (PDAC). We conducted genome-wide smoking interaction analysis of PDAC using genotype data from four previous genome-wide association studies in individuals of European ancestry (7,937 cases and 11,774 controls). Examination of expression quantitative trait loci data from the Genotype-Tissue Expression Project followed by colocalization analysis was conducted to determine whether there was support for common SNP(s) underlying the observed associations. Statistical tests were two sided and P < 5 × 10-8 was considered statistically significant. Genome-wide significant evidence of qualitative interaction was identified on chr2q21.3 in intron 5 of the transmembrane protein 163 (TMEM163) and upstream of the cyclin T2 (CCNT2). The most significant SNP using the Empirical Bayes method, in this region that included 45 significantly associated SNPs, was rs1818613 [per allele OR in never smokers 0.87, 95% confidence interval (CI), 0.82-0.93; former smokers 1.00, 95% CI, 0.91-1.07; current smokers 1.25, 95% CI 1.12-1.40, P interaction = 3.08 × 10-9). Examination of the Genotype-Tissue Expression Project data demonstrated an expression quantitative trait locus in this region for TMEM163 and CCNT2 in several tissue types. Colocalization analysis supported a shared SNP, rs842357, in high linkage disequilibrium with rs1818613 (r 2 = 0. 94) driving both the observed interaction and the expression quantitative trait loci signals. Future studies are needed to confirm and understand the differential biologic mechanisms by smoking status that contribute to our PDAC findings. SIGNIFICANCE: This large genome-wide interaction study identifies a susceptibility locus on 2q21.3 that significantly modified PDAC risk by smoking status, providing insight into smoking-associated PDAC, with implications for prevention.
Published: 2021

29. Hepcidin-regulating iron metabolism genes and pancreatic ductal adenocarcinoma: a pathway analysis of genome-wide association studies

Author: Julian-Serrano, S, Yuan, F, Wheeler, W, Benyamin, B, Machiela, MJ, Arslan, AA, Beane-Freeman, LE, Bracci, PM, Duell, EJ, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Shu, X-O, Van den Eeden, SK, Visvanathan, K, Zheng, W, Albanes, D, Andreotti, G, Ardanaz, E, Babic, A, Berndt, S, Brais, LK, Brennan, P, Bueno-de-Mesquita, B, Buring, JE, Chanock, SJ, Childs, EJ, Chung, CC, Fabianova, E, Foretova, L, Fuchs, CS, Gaziano, JM, Gentiluomo, M, Giovannucci, EL, Goggins, MG, Hackert, T, Hartge, P, Hassan, MM, Holcatova, I, Holly, EA, Hung, R, Janout, V, Kurtz, RC, Lee, I-M, Malats, N, McKean, D, Milne, RL, Newton, CC, Oberg, AL, Perdomo, S, Peters, U, Porta, M, Rothman, N, Schulze, MB, Sesso, HD, Silverman, DT, Thompson, IM, Wactawski-Wende, J, Weiderpass, E, Wenstzensen, N, White, E, Wilkens, LR, Yu, H, Zeleniuch-Jacquotte, A, Zhong, J, Kraft, P, Li, D, Campbell, PT, Petersen, GM, Wolpin, BM, Risch, HA, Amundadottir, LT, Klein, AP, Yu, K, Stolzenberg-Solomon, RZ, Julian-Serrano, S, Yuan, F, Wheeler, W, Benyamin, B, Machiela, MJ, Arslan, AA, Beane-Freeman, LE, Bracci, PM, Duell, EJ, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Shu, X-O, Van den Eeden, SK, Visvanathan, K, Zheng, W, Albanes, D, Andreotti, G, Ardanaz, E, Babic, A, Berndt, S, Brais, LK, Brennan, P, Bueno-de-Mesquita, B, Buring, JE, Chanock, SJ, Childs, EJ, Chung, CC, Fabianova, E, Foretova, L, Fuchs, CS, Gaziano, JM, Gentiluomo, M, Giovannucci, EL, Goggins, MG, Hackert, T, Hartge, P, Hassan, MM, Holcatova, I, Holly, EA, Hung, R, Janout, V, Kurtz, RC, Lee, I-M, Malats, N, McKean, D, Milne, RL, Newton, CC, Oberg, AL, Perdomo, S, Peters, U, Porta, M, Rothman, N, Schulze, MB, Sesso, HD, Silverman, DT, Thompson, IM, Wactawski-Wende, J, Weiderpass, E, Wenstzensen, N, White, E, Wilkens, LR, Yu, H, Zeleniuch-Jacquotte, A, Zhong, J, Kraft, P, Li, D, Campbell, PT, Petersen, GM, Wolpin, BM, Risch, HA, Amundadottir, LT, Klein, AP, Yu, K, and Stolzenberg-Solomon, RZ
Abstract: BACKGROUND: Epidemiological studies have suggested positive associations for iron and red meat intake with risk of pancreatic ductal adenocarcinoma (PDAC). Inherited pathogenic variants in genes involved in the hepcidin-regulating iron metabolism pathway are known to cause iron overload and hemochromatosis. OBJECTIVES: The objective of this study was to determine whether common genetic variation in the hepcidin-regulating iron metabolism pathway is associated with PDAC. METHODS: We conducted a pathway analysis of the hepcidin-regulating genes using single nucleotide polymorphism (SNP) summary statistics generated from 4 genome-wide association studies in 2 large consortium studies using the summary data-based adaptive rank truncated product method. Our population consisted of 9253 PDAC cases and 12,525 controls of European descent. Our analysis included 11 hepcidin-regulating genes [bone morphogenetic protein 2 (BMP2), bone morphogenetic protein 6 (BMP6), ferritin heavy chain 1 (FTH1), ferritin light chain (FTL), hepcidin (HAMP), homeostatic iron regulator (HFE), hemojuvelin (HJV), nuclear factor erythroid 2-related factor 2 (NRF2), ferroportin 1 (SLC40A1), transferrin receptor 1 (TFR1), and transferrin receptor 2 (TFR2)] and their surrounding genomic regions (±20 kb) for a total of 412 SNPs. RESULTS: The hepcidin-regulating gene pathway was significantly associated with PDAC (P = 0.002), with the HJV, TFR2, TFR1, BMP6, and HAMP genes contributing the most to the association. CONCLUSIONS: Our results support that genetic susceptibility related to the hepcidin-regulating gene pathway is associated with PDAC risk and suggest a potential role of iron metabolism in pancreatic carcinogenesis. Further studies are needed to evaluate effect modification by intake of iron-rich foods on this association.
Published: 2021

30. Genetic architectures of proximal and distal colorectal cancer are partly distinct

Author: Huyghe, JR, Harrison, TA, Bien, SA, Hampel, H, Figueiredo, JC, Schmit, SL, Conti, D, Chen, S, Qu, C, Lin, Y, Barfield, R, Baron, JA, Cross, AJ, Diergaarde, B, Duggan, D, Harlid, S, Imaz, L, Kang, HM, Levine, DM, Perduca, V, Perez-Cornago, A, Sakoda, LC, Schumacher, FR, Slattery, ML, Toland, AE, van Duijnhoven, FJB, Van Guelpen, B, Agudo, A, Albanes, D, Alonso, MH, Anderson, K, Arnau-Collell, C, Arndt, V, Banbury, BL, Bassik, MC, Berndt, S, Bezieau, S, Bishop, DT, Boehm, J, Boeing, H, Boutron-Ruault, M-C, Brenner, H, Brezina, S, Buch, S, Buchanan, DD, Burnett-Hartman, A, Caan, BJ, Campbell, PT, Carr, PR, Castells, A, Castellvi-Bel, S, Chan, AT, Chang-Claude, J, Chanock, SJ, Curtis, KR, de la Chapelle, A, Easton, DF, English, DR, Feskens, EJM, Gala, M, Gallinger, SJ, Gauderman, WJ, Giles, GG, Goodman, PJ, Grady, WM, Grove, JS, Gsur, A, Gunter, MJ, Haile, RW, Hampe, J, Hoffmeister, M, Hopper, JL, Hsu, W-L, Huang, W-Y, Hudson, TJ, Jenab, M, Jenkins, MA, Joshi, AD, Keku, TO, Kooperberg, C, Kuhn, T, Kury, S, Le Marchand, L, Lejbkowicz, F, Li, C, Li, L, Lieb, W, Lindblom, A, Lindor, NM, Mannisto, S, Markowitz, SD, Milne, RL, Moreno, L, Murphy, N, Nassir, R, Offit, K, Ogino, S, Panico, S, Parfrey, PS, Pearlman, R, Pharoah, PDP, Phipps, A, Platz, EA, Potter, JD, Prentice, RL, Qi, L, Raskin, L, Rennert, G, Rennert, HS, Riboli, E, Schafmayer, C, Schoen, RE, Seminara, D, Song, M, Su, Y-R, Tangen, CM, Thibodeau, SN, Thomas, DC, Trichopoulou, A, Ulrich, CM, Visvanathan, K, Vodicka, P, Vodickova, L, Vymetalkova, V, Weigl, K, Weinstein, SJ, White, E, Wolk, A, Woods, MO, Wu, AH, Abecasis, GR, Nickerson, DA, Scacheri, PC, Kundaje, A, Casey, G, Gruber, SB, Hsu, L, Moreno, V, Hayes, RB, Newcomb, PA, Peters, U, Huyghe, JR, Harrison, TA, Bien, SA, Hampel, H, Figueiredo, JC, Schmit, SL, Conti, D, Chen, S, Qu, C, Lin, Y, Barfield, R, Baron, JA, Cross, AJ, Diergaarde, B, Duggan, D, Harlid, S, Imaz, L, Kang, HM, Levine, DM, Perduca, V, Perez-Cornago, A, Sakoda, LC, Schumacher, FR, Slattery, ML, Toland, AE, van Duijnhoven, FJB, Van Guelpen, B, Agudo, A, Albanes, D, Alonso, MH, Anderson, K, Arnau-Collell, C, Arndt, V, Banbury, BL, Bassik, MC, Berndt, S, Bezieau, S, Bishop, DT, Boehm, J, Boeing, H, Boutron-Ruault, M-C, Brenner, H, Brezina, S, Buch, S, Buchanan, DD, Burnett-Hartman, A, Caan, BJ, Campbell, PT, Carr, PR, Castells, A, Castellvi-Bel, S, Chan, AT, Chang-Claude, J, Chanock, SJ, Curtis, KR, de la Chapelle, A, Easton, DF, English, DR, Feskens, EJM, Gala, M, Gallinger, SJ, Gauderman, WJ, Giles, GG, Goodman, PJ, Grady, WM, Grove, JS, Gsur, A, Gunter, MJ, Haile, RW, Hampe, J, Hoffmeister, M, Hopper, JL, Hsu, W-L, Huang, W-Y, Hudson, TJ, Jenab, M, Jenkins, MA, Joshi, AD, Keku, TO, Kooperberg, C, Kuhn, T, Kury, S, Le Marchand, L, Lejbkowicz, F, Li, C, Li, L, Lieb, W, Lindblom, A, Lindor, NM, Mannisto, S, Markowitz, SD, Milne, RL, Moreno, L, Murphy, N, Nassir, R, Offit, K, Ogino, S, Panico, S, Parfrey, PS, Pearlman, R, Pharoah, PDP, Phipps, A, Platz, EA, Potter, JD, Prentice, RL, Qi, L, Raskin, L, Rennert, G, Rennert, HS, Riboli, E, Schafmayer, C, Schoen, RE, Seminara, D, Song, M, Su, Y-R, Tangen, CM, Thibodeau, SN, Thomas, DC, Trichopoulou, A, Ulrich, CM, Visvanathan, K, Vodicka, P, Vodickova, L, Vymetalkova, V, Weigl, K, Weinstein, SJ, White, E, Wolk, A, Woods, MO, Wu, AH, Abecasis, GR, Nickerson, DA, Scacheri, PC, Kundaje, A, Casey, G, Gruber, SB, Hsu, L, Moreno, V, Hayes, RB, Newcomb, PA, and Peters, U
Abstract: OBJECTIVE: An understanding of the etiologic heterogeneity of colorectal cancer (CRC) is critical for improving precision prevention, including individualized screening recommendations and the discovery of novel drug targets and repurposable drug candidates for chemoprevention. Known differences in molecular characteristics and environmental risk factors among tumors arising in different locations of the colorectum suggest partly distinct mechanisms of carcinogenesis. The extent to which the contribution of inherited genetic risk factors for CRC differs by anatomical subsite of the primary tumor has not been examined. DESIGN: To identify new anatomical subsite-specific risk loci, we performed genome-wide association study (GWAS) meta-analyses including data of 48 214 CRC cases and 64 159 controls of European ancestry. We characterised effect heterogeneity at CRC risk loci using multinomial modelling. RESULTS: We identified 13 loci that reached genome-wide significance (p<5×10-8) and that were not reported by previous GWASs for overall CRC risk. Multiple lines of evidence support candidate genes at several of these loci. We detected substantial heterogeneity between anatomical subsites. Just over half (61) of 109 known and new risk variants showed no evidence for heterogeneity. In contrast, 22 variants showed association with distal CRC (including rectal cancer), but no evidence for association or an attenuated association with proximal CRC. For two loci, there was strong evidence for effects confined to proximal colon cancer. CONCLUSION: Genetic architectures of proximal and distal CRC are partly distinct. Studies of risk factors and mechanisms of carcinogenesis, and precision prevention strategies should take into consideration the anatomical subsite of the tumour.
Published: 2021

31. The power of genetic diversity in genome-wide association studies of lipids

Author: Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), Willer, C. J. (Cristen J.), Graham, S. E. (Sarah E.), Clarke, S. L. (Shoa L.), Wu, K. H. (Kuan-Han H.), Kanoni, S. (Stavroula), Zajac, G. J. (Greg J. M.), Ramdas, S. (Shweta), Surakka, I. (Ida), Ntalla, I. (Ioanna), Vedantam, S. (Sailaja), Winkler, T. W. (Thomas W.), Locke, A. E. (Adam E.), Marouli, E. (Eirini), Hwang, M. Y. (Mi Yeong), Han, S. (Sohee), Narita, A. (Akira), Choudhury, A. (Ananyo), Bentley, A. R. (Amy R.), Ekoru, K. (Kenneth), Verma, A. (Anurag), Trivedi, B. (Bhavi), Martin, H. C. (Hilary C.), Hunt, K. A. (Karen A.), Hui, Q. (Qin), Klarin, D. (Derek), Zhu, X. (Xiang), Thorleifsson, G. (Gudmar), Helgadottir, A. (Anna), Gudbjartsson, D. F. (Daniel F.), Holm, H. (Hilma), Olafsson, I. (Isleifur), Akiyama, M. (Masato), Sakaue, S. (Saori), Terao, C. (Chikashi), Kanai, M. (Masahiro), Zhou, W. (Wei), Brumpton, B. M. (Ben M.), Rasheed, H. (Humaira), Ruotsalainen, S. E. (Sanni E.), Havulinna, A. S. (Aki S.), Veturi, Y. (Yogasudha), Feng, Q. (QiPing), Rosenthal, E. A. (Elisabeth A.), Lingren, T. (Todd), Pacheco, J. A. (Jennifer Allen), Pendergrass, S. A. (Sarah A.), Haessler, J. (Jeffrey), Giulianini, F. (Franco), Bradford, Y. (Yuki), Miller, J. E. (Jason E.), Campbell, A. (Archie), Lin, K. (Kuang), Millwood, I. Y. (Iona Y.), Hindy, G. (George), Rasheed, A. (Asif), Faul, J. D. (Jessica D.), Zhao, W. (Wei), Weir, D. R. (David R.), Turman, C. (Constance), Huang, H. (Hongyan), Graff, M. (Mariaelisa), Mahajan, A. (Anubha), Brown, M. R. (Michael R.), Zhang, W. (Weihua), Yu, K. (Ketian), Schmidt, E. M. (Ellen M.), Pandit, A. (Anita), Gustafsson, S. (Stefan), Yin, X. (Xianyong), Luan, J. (Jian'an), Zhao, J.-H. (Jing-Hua), Matsuda, F. (Fumihiko), Jang, H.-M. (Hye-Mi), Yoon, K. (Kyungheon), Medina-Gomez, C. (Carolina), Pitsillides, A. (Achilleas), Hottenga, J. J. (Jouke Jan), Willemsen, G. (Gonneke), Wood, A. R. (Andrew R.), Ji, Y. (Yingji), Gao, Z. (Zishan), Haworth, S. (Simon), Mitchell, R. E. (Ruth E.), Chai, J. F. (Jin Fang), Aadahl, M. (Mette), Yao, J. (Jie), Manichaikul, A. (Ani), Warren, H. R. (Helen R.), Ramirez, J. (Julia), Bork-Jensen, J. (Jette), Karhus, L. L. (Line L.), Goel, A. (Anuj), Sabater-Lleal, M. (Maria), Noordam, R. (Raymond), Sidore, C. (Carlo), Fiorillo, E. (Edoardo), McDaid, A. F. (Aaron F.), Marques-Vidal, P. (Pedro), Wielscher, M. (Matthias), Trompet, S. (Stella), Sattar, N. (Naveed), Mollehave, L. T. (Line T.), Thuesen, B. H. (Betina H.), Munz, M. (Matthias), Zeng, L. (Lingyao), Huang, J. (Jianfeng), Yang, B. (Bin), Poveda, A. (Alaitz), Kurbasic, A. (Azra), Lamina, C. (Claudia), Forer, L. (Lukas), Scholz, M. (Markus), Galesloot, T. E. (Tessel E.), Bradfield, J. P. (Jonathan P.), Daw, E. W. (E. Warwick), Zmuda, J. M. (Joseph M.), Mitchell, J. S. (Jonathan S.), Fuchsberger, C. (Christian), Christensen, H. (Henry), Brody, J. A. (Jennifer A.), Feitosa, M. F. (Mary F.), Wojczynski, M. K. (Mary K.), Preuss, M. (Michael), Mangino, M. (Massimo), Christofidou, P. (Paraskevi), Verweij, N. (Niek), Benjamins, J. W. (Jan W.), Engmann, J. (Jorgen), Kember, R. L. (Rachel L.), Slieker, R. C. (Roderick C.), Lo, K. S. (Ken Sin), Zilhao, N. R. (Nuno R.), Kleber, M. E. (Marcus E.), Delgado, G. E. (Graciela E.), Huo, S. (Shaofeng), Ikeda, D. D. (Daisuke D.), Iha, H. (Hiroyuki), Yang, J. (Jian), Liu, J. (Jun), Leonard, H. L. (Hampton L.), Marten, J. (Jonathan), Schmidt, B. (Borge), Arendt, M. (Marina), Smyth, L. J. (Laura J.), Canadas-Garre, M. (Marisa), Wang, C. (Chaolong), Nakatochi, M. (Masahiro), Wong, A. (Andrew), Hutri-Kahonen, N. (Nina), Sim, X. (Xueling), Xia, R. (Rui), Huerta-Chagoya, A. (Alicia), Fernandez-Lopez, J. C. (Juan Carlos), Lyssenko, V. (Valeriya), Ahmed, M. (Meraj), Jackson, A. U. (Anne U.), Irvin, M. R. (Marguerite R.), Oldmeadow, C. (Christopher), Kim, H.-N. (Han-Na), Ryu, S. (Seungho), Timmers, P. R. (Paul R. H. J.), Arbeeva, L. (Liubov), Dorajoo, R. (Rajkumar), Lange, L. A. (Leslie A.), Chai, X. (Xiaoran), Prasad, G. (Gauri), Lores-Motta, L. (Laura), Pauper, M. (Marc), Long, J. (Jirong), Li, X. (Xiaohui), Theusch, E. (Elizabeth), Takeuchi, F. (Fumihiko), Spracklen, C. N. (Cassandra N.), Loukola, A. (Anu), Bollepalli, S. (Sailalitha), Warner, S. C. (Sophie C.), Wang, Y. X. (Ya Xing), Wei, W. B. (Wen B.), Nutile, T. (Teresa), Ruggiero, D. (Daniela), Sung, Y. J. (Yun Ju), Hung, Y.-J. (Yi-Jen), Chen, S. (Shufeng), Liu, F. (Fangchao), Yang, J. (Jingyun), Kentistou, K. A. (Katherine A.), Gorski, M. (Mathias), Brumat, M. (Marco), Meidtner, K. (Karina), Bielak, L. F. (Lawrence F.), Smith, J. A. (Jennifer A.), Hebbar, P. (Prashantha), Farmaki, A.-E. (Aliki-Eleni), Hofer, E. (Edith), Lin, M. (Maoxuan), Xue, C. (Chao), Zhang, J. (Jifeng), Concas, M. P. (Maria Pina), Vaccargiu, S. (Simona), van der Most, P. J. (Peter J.), Pitkanen, N. (Niina), Cade, B. E. (Brian E.), Lee, J. (Jiwon), van Der Laan, S. W. (Sander W.), Chitrala, K. N. (Kumaraswamy Naidu), Weiss, S. (Stefan), Zimmermann, M. E. (Martina E.), Lee, J. Y. (Jong Young), Choi, H. S. (Hyeok Sun), Nethander, M. (Maria), Freitag-Wolf, S. (Sandra), Southam, L. (Lorraine), Rayner, N. W. (Nigel W.), Wang, C. A. (Carol A.), Lin, S.-Y. (Shih-Yi), Wang, J.-S. (Jun-Sing), Couture, C. (Christian), Lyytikainen, L.-P. (Leo-Pekka), Nikus, K. (Kjell), Cuellar-Partida, G. (Gabriel), Vestergaard, H. (Henrik), Hildalgo, B. (Bertha), Giannakopoulou, O. (Olga), Cai, Q. (Qiuyin), Obura, M. O. (Morgan O.), van Setten, J. (Jessica), Li, X. (Xiaoyin), Schwander, K. (Karen), Terzikhan, N. (Natalie), Shin, J. H. (Jae Hun), Jackson, R. D. (Rebecca D.), Reiner, A. P. (Alexander P.), Martin, L. W. (Lisa Warsinger), Chen, Z. (Zhengming), Li, L. (Liming), Highland, H. M. (Heather M.), Young, K. L. (Kristin L.), Kawaguchi, T. (Takahisa), Thiery, J. (Joachim), Bis, J. C. (Joshua C.), Nadkarni, G. N. (Girish N.), Launer, L. J. (Lenore J.), Li, H. (Huaixing), Nalls, M. A. (Mike A.), Raitakari, O. T. (Olli T.), Ichihara, S. (Sahoko), Wild, S. H. (Sarah H.), Nelson, C. P. (Christopher P.), Campbell, H. (Harry), Jager, S. (Susanne), Nabika, T. (Toru), Al-Mulla, F. (Fahd), Niinikoski, H. (Harri), Braund, P. S. (Peter S.), Kolcic, I. (Ivana), Kovacs, P. (Peter), Giardoglou, T. (Tota), Katsuya, T. (Tomohiro), Bhatti, F. (Fatima), de Kleijn, D. (Dominique), de Borst, G. J. (Gert J.), Kim, E. K. (Eung Kweon), Adams, H. H. (Hieab H. H.), Ikram, M. A. (M. Arfan), Zhu, X. (Xiaofeng), Asselbergs, F. W. (Folkert W.), Kraaijeveld, A. O. (Adriaan O.), Beulens, J. W. (Joline W. J.), Shu, X.-O. (Xiao-Ou), Rallidis, L. S. (Loukianos S.), Pedersen, O. (Oluf), Hansen, T. (Torben), Mitchell, P. (Paul), Hewitt, A. W. (Alex W.), Kahonen, M. (Mika), Perusse, L. (Louis), Bouchard, C. (Claude), Tonjes, A. (Anke), Chen, Y. I. (Yii-Der Ida), Pennell, C. E. (Craig E.), Mori, T. A. (Trevor A.), Lieb, W. (Wolfgang), Franke, A. (Andre), Ohlsson, C. (Claes), Mellstrom, D. (Dan), Cho, Y. S. (Yoon Shin), Lee, H. (Hyejin), Yuan, J.-M. (Jian-Min), Koh, W.-P. (Woon-Puay), Rhee, S. Y. (Sang Youl), Woo, J.-T. (Jeong-Taek), Heid, I. M. (Iris M.), Stark, K. J. (Klaus J.), Volzke, H. (Henry), Homuth, G. (Georg), Evans, M. K. (Michele K.), Zonderman, A. B. (Alan B.), Polasek, O. (Ozren), Pasterkamp, G. (Gerard), Hoefer, I. E. (Imo E.), Redline, S. (Susan), Pahkala, K. (Katja), Oldehinkel, A. J. (Albertine J.), Snieder, H. (Harold), Biino, G. (Ginevra), Schmidt, R. (Reinhold), Schmidt, H. (Helena), Chen, Y. E. (Y. Eugene), Bandinelli, S. (Stefania), Dedoussis, G. (George), Thanaraj, T. A. (Thangavel Alphonse), Kardia, S. L. (Sharon L. R.), Kato, N. (Norihiro), Schulze, M. B. (Matthias B.), Girotto, G. (Giorgia), Jung, B. (Bettina), Boger, C. A. (Carsten A.), Joshi, P. K. (Peter K.), Bennett, D. A. (David A.), De Jager, P. L. (Philip L.), Lu, X. (Xiangfeng), Mamakou, V. (Vasiliki), Brown, M. (Morris), Caulfield, M. J. (Mark J.), Munroe, P. B. (Patricia B.), Guo, X. (Xiuqing), Ciullo, M. (Marina), Jonas, J. B. (Jost B.), Samani, N. J. (Nilesh J.), Kaprio, J. (Jaakko), Pajukanta, P. (Paivi), Adair, L. S. (Linda S.), Bechayda, S. A. (Sonny Augustin), de Silva, H. J. (H. Janaka), Wickremasinghe, A. R. (Ananda R.), Krauss, R. M. (Ronald M.), Wu, J.-Y. (Jer-Yuarn), Zheng, W. (Wei), den Hollander, A. I. (Anneke, I), Bharadwaj, D. (Dwaipayan), Correa, A. (Adolfo), Wilson, J. G. (James G.), Lind, L. (Lars), Heng, C.-K. (Chew-Kiat), Nelson, A. E. (Amanda E.), Golightly, Y. M. (Yvonne M.), Wilson, J. F. (James F.), Penninx, B. (Brenda), Kim, H.-L. (Hyung-Lae), Attia, J. (John), Scott, R. J. (Rodney J.), Rao, D. C. (D. C.), Arnett, D. K. (Donna K.), Walker, M. (Mark), Koistinen, H. A. (Heikki A.), Chandak, G. R. (Giriraj R.), Yajnik, C. S. (Chittaranjan S.), Mercader, J. M. (Josep M.), Tusie-Luna, T. (Teresa), Aguilar-Salinas, C. A. (Carlos A.), Villalpando, C. G. (Clicerio Gonzalez), Orozco, L. (Lorena), Fornage, M. (Myriam), Tai, E. S. (E. Shyong), van Dam, R. M. (Rob M.), Lehtimaki, T. (Terho), Chaturvedi, N. (Nish), Yokota, M. (Mitsuhiro), Liu, J. (Jianjun), Reilly, D. F. (Dermot F.), McKnight, A. J. (Amy Jayne), Kee, F. (Frank), Jockel, K.-H. (Karl-Heinz), McCarthy, M. I. (Mark, I), Palmer, C. N. (Colin N. A.), Vitart, V. (Veronique), Hayward, C. (Caroline), Simonsick, E. (Eleanor), van Duijn, C. M. (Cornelia M.), Lu, F. (Fan), Qu, J. (Jia), Hishigaki, H. (Haretsugu), Lin, X. (Xu), Marz, W. (Winfried), Parra, E. J. (Esteban J.), Cruz, M. (Miguel), Gudnason, V. (Vilmundur), Tardif, J.-C. (Jean-Claude), Lettre, G. (Guillaume), Elders, P. J. (Petra J. M.), Damrauer, S. M. (Scott M.), Kumari, M. (Meena), Kivimaki, M. (Mika), van der Harst, P. (Pim), Spector, T. D. (Tim D.), Loos, R. J. (Ruth J. F.), Province, M. A. (Michael A.), Psaty, B. M. (Bruce M.), Brandslund, I. (Ivan), Pramstaller, P. P. (Peter P.), Christensen, K. (Kaare), Ripatti, S. (Samuli), Widen, E. (Elisabeth), Hakonarson, H. (Hakon), Grant, S. F. (Struan F. A.), Kiemeney, L. A. (Lambertus A. L. M.), de Graaf, J. (Jacqueline), Loeffler, M. (Markus), Kronenberg, F. (Florian), Gu, D. (Dongfeng), Erdmann, J. (Jeanette), Schunkert, H. (Heribert), Franks, P. W. (Paul W.), Linneberg, A. (Allan), Jukema, J. W. (J. Wouter), Khera, A. V. (Amit, V), Männikkö, M. (Minna), Järvelin, M.-R. (Marjo-Riitta), Kutalik, Z. (Zoltan), Cucca, F. (Francesco), Mook-Kanamori, D. O. (Dennis O.), van Dijk, K. W. (Ko Willems), Watkins, H. (Hugh), Strachan, D. P. (David P.), Grarup, N. (Niels), Sever, P. (Peter), Poulter, N. (Neil), Rotter, J. I. (Jerome, I), Dantoft, T. M. (Thomas M.), Karpe, F. (Fredrik), Neville, M. J. (Matt J.), Timpson, N. J. (Nicholas J.), Cheng, C.-Y. (Ching-Yu), Wong, T.-Y. (Tien-Yin), Khor, C. C. (Chiea Chuen), Sabanayagam, C. (Charumathi), Peters, A. (Annette), Gieger, C. (Christian), Hattersley, A. T. (Andrew T.), Pedersen, N. L. (Nancy L.), Magnusson, P. K. (Patrik K. E.), Boomsma, D. I. (Dorret, I), de Geus, E. J. (Eco J. C.), Cupples, L. A. (L. Adrienne), van Meurs, J. B. (Joyce B. J.), Ghanbari, M. (Mohsen), Rsen, P. G. (Penny Gordon-La), Huang, W. (Wei), Kim, Y. J. (Young Jin), Tabara, Y. (Yasuharu), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Zeggini, E. (Eleftheria), Kuusisto, J. (Johanna), Laakso, M. (Markku), Ingelsson, E. (Erik), Abecasis, G. (Goncalo), Chambers, J. C. (John C.), Kooner, J. S. (Jaspal S.), de Vries, P. S. (Paul S.), Morrison, A. C. (Alanna C.), North, K. E. (Kari E.), Daviglus, M. (Martha), Kraft, P. (Peter), Martin, N. G. (Nicholas G.), Whitfield, J. B. (John B.), Abbas, S. (Shahid), Saleheen, D. (Danish), Walters, R. G. (Robin G.), Holmes, M. V. (Michael, V), Black, C. (Corri), Smith, B. H. (Blair H.), Justice, A. E. (Anne E.), Baras, A. (Aris), Buring, J. E. (Julie E.), Ridker, P. M. (Paul M.), Chasman, D. I. (Daniel, I), Kooperberg, C. (Charles), Wei, W.-Q. (Wei-Qi), Jarvik, G. P. (Gail P.), Namjou, B. (Bahram), Hayes, M. G. (M. Geoffrey), Ritchie, M. D. (Marylyn D.), Jousilahti, P. (Pekka), Salomaa, V. (Veikko), Hveem, K. (Kristian), Asvold, B. O. (Bjorn Olav), Kubo, M. (Michiaki), Kamatani, Y. (Yoichiro), Okada, Y. (Yukinori), Murakami, Y. (Yoshinori), Thorsteinsdottir, U. (Unnur), Stefansson, K. (Kari), Ho, Y.-L. (Yuk-Lam), Lynch, J. A. (Julie A.), Rader, D. J. (Daniel J.), Tsao, P. S. (Philip S.), Chang, K.-M. (Kyong-Mi), Cho, K. (Kelly), O'Donnell, C. J. (Christopher J.), Gaziano, J. M. (John M.), Wilson, P. (Peter), Rotimi, C. N. (Charles N.), Hazelhurst, S. (Scott), Ramsay, M. (Michele), Trembath, R. C. (Richard C.), van Heel, D. A. (David A.), Tamiya, G. (Gen), Yamamoto, M. (Masayuki), Kim, B.-J. (Bong-Jo), Mohlke, K. L. (Karen L.), Frayling, T. M. (Timothy M.), Hirschhorn, J. N. (Joel N.), Kathiresan, S. (Sekar), Boehnke, M. (Michael), Natarajan, P. (Pradeep), Peloso, G. M. (Gina M.), Brown, C. D. (Christopher D.), Morris, A. P. (Andrew P.), Assimes, T. L. (Themistocles L.), Deloukas, P. (Panos), Sun, Y. V. (Yan, V), and Willer, C. J. (Cristen J.)
Abstract: Increased blood lipid levels are heritable risk factors of cardiovascular disease with varied prevalence worldwide owing to different dietary patterns and medication use1. Despite advances in prevention and treatment, in particular through reducing low-density lipoprotein cholesterol levels2, heart disease remains the leading cause of death worldwide3. Genome-wideassociation studies (GWAS) of blood lipid levels have led to important biological and clinical insights, as well as new drug targets, for cardiovascular disease. However, most previous GWAS4‐23 have been conducted in European ancestry populations and may have missed genetic variants that contribute to lipid-level variation in other ancestry groups. These include differences in allele frequencies, effect sizes and linkage-disequilibrium patterns24. Here we conduct a multi-ancestry, genome-wide genetic discovery meta-analysis of lipid levels in approximately 1.65 million individuals, including 350,000 of non-European ancestries. We quantify the gain in studying non-European ancestries and provide evidence to support the expansion of recruitment of additional ancestries, even with relatively small sample sizes. We find that increasing diversity rather than studying additional individuals of European ancestry results in substantial improvements in fine-mapping functional variants and portability of polygenic prediction (evaluated in approximately 295,000 individuals from 7 ancestry groupings). Modest gains in the number of discovered loci and ancestry-specific variants were also achieved. As GWAS expand emphasis beyond the identification of genes and fundamental biology towards the use of genetic variants for preventive and precision medicine25, we anticipate that increased diversity of participants will lead to more accurate and equitable26 application of polygenic scores in clinical practice.
Published: 2021

32. Variation in 24 hemostatic genes and associations with non‐fatal myocardial infarction and ischemic stroke

Author: SMITH, N.L., BIS, J.C., BIAGIOTTI, S., RICE, K., LUMLEY, T., KOOPERBERG, C., WIGGINS, K.L., HECKBERT, S.R., and PSATY, B.M.
Published: 2008
Full Text: View/download PDF

33. Publisher Correction: Protein-altering variants associated with body mass index implicate pathways that control energy intake and expenditure in obesity (Nature Genetics, (2018), 50, 1, (26-41), 10.1038/s41588-017-0011-x)

Author: Turcot, V., Lu, Y., Highland, H. M., Schurmann, C., Justice, A. E., Fine, R. S., Bradfield, J. P., Esko, T., Giri, A., Graff, M., Guo, X., Hendricks, A. E., Karaderi, T., Lempradl, A., Locke, A. E., Mahajan, A., Marouli, E., Sivapalaratnam, S., Young, K. L., Alfred, T., Feitosa, M. F., Masca, N. G. D., Manning, A. K., Medina-Gomez, C., Mudgal, P., M. C. Y., Ng, Reiner, A. P., Vedantam, S., Willems, S. M., Winkler, T. W., Abecasis, G., Aben, K. K., Alam, D. S., Alharthi, S. E., Marchiori, Allison, Amouyel, P., Asselbergs, F. W., Auer, P. L., Balkau, B., Bang, L. E., Barroso, I., Bastarache, L., Benn, M., Bergmann, S., Bielak, L. F., Bluher, M., Boehnke, M., Boeing, H., Boerwinkle, E., Boger, C. A., Bork-Jensen, J., Bots, M. L., Bottinger, E. P., Bowden, D. W., Brandslund, I., Breen, G., Brilliant, M. H., Broer, L., Brumat, M., Burt, A. A., Butterworth, A. S., Campbell, P. T., Cappellani, S., Carey, D. J., Catamo, E., Caulfield, M. J., Chambers, J. C., Chasman, D. I., Chen, Y. -D. I., Chowdhury, R., Christensen, C., Chu, A. Y., Cocca, M., Collins, F. S., Cook, J. P., Corley, J., Galbany, J. C., Cox, A. J., Crosslin, D. S., Cuellar-Partida, G., D'Eustacchio, A., Danesh, J., Davies, G., Bakker, P. I. W., Groot, M. C. H., Mutsert, R., Deary, I. J., Dedoussis, G., Demerath, E. W., Heijer, M., Hollander, A. I., Ruijter, H. M., Dennis, J. G., Denny, J. C., Di Angelantonio, E., Drenos, F., Du, M., Dube, M. -P., Dunning, A. M., Easton, D. F., Edwards, T. L., Ellinghaus, D., Ellinor, P. T., Elliott, P., Evangelou, E., Farmaki, A. -E., Farooqi, I. S., Faul, J. D., Fauser, S., Feng, S., Ferrannini, E., Ferrieres, J., Florez, J. C., Ford, I., Fornage, M., Franco, O. H., Franke, A., Franks, P. W., Friedrich, N., Frikke-Schmidt, R., Galesloot, T. E., Gan, W., Gandin, I., Gasparini, P., Gibson, J., Giedraitis, V., Gjesing, A. P., Gordon-Larsen, P., Gorski, M., Grabe, H. -J., Grant, S. F. A., Grarup, N., Griffiths, H. L., Grove, M. L., Gudnason, V., Gustafsson, S., Haessler, J., Hakonarson, H., Hammerschlag, A. R., Hansen, T., Harris, K. M., Harris, T. B., Hattersley, A. T., Have, C. T., Hayward, C., He, L., Heard-Costa, N. L., Heath, A. C., Heid, I. M., Helgeland, O., Hernesniemi, J., Hewitt, A. W., Holmen, O. L., Hovingh, G. K., Howson, J. M. M., Hu, Y., Huang, P. L., Huffman, J. E., Ikram, M. A., Ingelsson, E., Jackson, A. U., Jansson, J. -H., Jarvik, G. P., Jensen, G. B., Jia, Y., Johansson, S., Jorgensen, M. E., Jorgensen, T., Jukema, J. W., Kahali, B., Kahn, R. S., Kahonen, M., Kamstrup, P. R., Kanoni, S., Kaprio, J., Karaleftheri, M., Kardia, S. L. R., Karpe, F., Kathiresan, S., Kee, F., Kiemeney, L. A., Kim, E., Kitajima, H., Komulainen, P., Kooner, J. S., Kooperberg, C., Korhonen, T., Kovacs, P., Kuivaniemi, H., Kutalik, Z., Kuulasmaa, K., Kuusisto, J., Laakso, M., Lakka, T. A., Lamparter, D., Lange, E. M., Lange, L. A., Langenberg, C., Larson, E. B., Lee, N. R., Lehtimaki, T., Lewis, C. E., Li, H., Li, J., Li-Gao, R., Lin, H., Lin, K. -H., Lin, L. -A., Lin, X., Lind, L., Lindstrom, J., Linneberg, A., Liu, C. -T., Liu, D. J., Liu, Y., K. S., Lo, Lophatananon, A., Lotery, A. J., Loukola, A., Luan, J., Lubitz, S. A., Lyytikainen, L. -P., Mannisto, S., Marenne, G., Mazul, A. L., Mccarthy, M. I., McKean-Cowdin, R., Medland, S. E., Meidtner, K., Milani, L., Mistry, V., Mitchell, P., Mohlke, K. L., Moilanen, L., Moitry, M., Montgomery, G. W., Mook-Kanamori, D. O., Moore, C., Mori, T. A., Morris, A. D., Morris, A. P., Muller-Nurasyid, M., Munroe, P. B., Nalls, M. A., Narisu, N., Nelson, C. P., Neville, M., Nielsen, S. F., Nikus, K., Njolstad, P. R., Nordestgaard, B. G., Nyholt, D. R., O'Connel, J. R., O'Donoghue, M. L., Loohuis, L. M. O., Ophoff, R. A., Owen, K. R., Packard, C. J., Padmanabhan, S., Palmer, C. N. A., Palmer, N. D., Pasterkamp, G., Patel, A. P., Pattie, A., Pedersen, O., Peissig, P. L., Peloso, G. M., Pennell, C. E., Perola, M., Perry, J. A., Perry, J. R. B., Pers, T. H., Person, T. N., Peters, A., Petersen, E. R. B., Peyser, P. A., Pirie, A., Polasek, O., Polderman, T. J., Puolijoki, H., Raitakari, O. T., Rasheed, A., Rauramaa, R., Reilly, D. F., Renstrom, F., Rheinberger, M., Ridker, P. M., Rioux, J. D., Rivas, M. A., Roberts, D. J., Robertson, N. R., Robino, A., Rolandsson, O., Rudan, I., Ruth, K. S., Saleheen, D., Salomaa, V., Samani, N. J., Sapkota, Y., Sattar, N., Schoen, R. E., Schreiner, P. J., Schulze, M. B., Scott, R. A., Segura-Lepe, M. P., Shah, S. H., Sheu, W. H. -H., Sim, X., Slater, A. J., Small, K. S., Smith, A. V., Southam, L., Spector, T. D., Speliotes, E. K., Starr, J. M., Stefansson, K., Steinthorsdottir, V., Stirrups, K. E., Strauch, K., Stringham, H. M., Stumvoll, M., Sun, L., Surendran, P., Swift, A. J., Tada, H., Tansey, K. E., Tardif, J. -C., Taylor, K. D., Teumer, A., Thompson, D. J., Thorleifsson, G., Thorsteinsdottir, U., Thuesen, B. H., Tonjes, A., Tromp, G., Trompet, S., Tsafantakis, E., Tuomilehto, J., Tybjaerg-Hansen, A., Tyrer, J. P., Uher, R., Uitterlinden, A. G., Uusitupa, M., Laan, S. W., Duijn, C. M., Leeuwen, N., van Setten, J., Vanhala, M., Varbo, A., Varga, T. V., Varma, R., Edwards, D. R. V., Vermeulen, S. H., Veronesi, G., Vestergaard, H., Vitart, V., Vogt, T. F., Volker, U., Vuckovic, D., Wagenknecht, L. E., Walker, M., Wallentin, L., Wang, F., Wang, C. A., Wang, S., Wang, Y., Ware, E. B., Wareham, N. J., Warren, H. R., Waterworth, D. M., Wessel, J., White, H. D., Willer, C. J., Wilson, J. G., Witte, D. R., Wood, A. R., Wu, Y., Yaghootkar, H., Yao, J., Yao, P., Yerges-Armstrong, L. M., Young, R., Zeggini, E., Zhan, X., Zhang, W., Zhao, J. H., Zhao, W., Zhou, W., Zondervan, K. T., Rotter, J. I., Pospisilik, J. A., Rivadeneira, F., Borecki, I. B., Deloukas, P., Frayling, T. M., Lettre, G., North, K. E., Lindgren, C. M., Hirschhorn, J. N., Loos, R. J. F., Turcot, V., Lu, Y., Highland, H. M., Schurmann, C., Justice, A. E., Fine, R. S., Bradfield, J. P., Esko, T., Giri, A., Graff, M., Guo, X., Hendricks, A. E., Karaderi, T., Lempradl, A., Locke, A. E., Mahajan, A., Marouli, E., Sivapalaratnam, S., Young, K. L., Alfred, T., Feitosa, M. F., Masca, N. G. D., Manning, A. K., Medina-Gomez, C., Mudgal, P., Ng, M. C. Y., Reiner, A. P., Vedantam, S., Willems, S. M., Winkler, T. W., Abecasis, G., Aben, K. K., Alam, D. S., Alharthi, S. E., Marchiori, Allison, Amouyel, P., Asselbergs, F. W., Auer, P. L., Balkau, B., Bang, L. E., Barroso, I., Bastarache, L., Benn, M., Bergmann, S., Bielak, L. F., Bluher, M., Boehnke, M., Boeing, H., Boerwinkle, E., Boger, C. A., Bork-Jensen, J., Bots, M. L., Bottinger, E. P., Bowden, D. W., Brandslund, I., Breen, G., Brilliant, M. H., Broer, L., Brumat, M., Burt, A. A., Butterworth, A. S., Campbell, P. T., Cappellani, S., Carey, D. J., Catamo, E., Caulfield, M. J., Chambers, J. C., Chasman, D. I., Chen, Y. -D. I., Chowdhury, R., Christensen, C., Chu, A. Y., Cocca, M., Collins, F. S., Cook, J. P., Corley, J., Galbany, J. C., Cox, A. J., Crosslin, D. S., Cuellar-Partida, G., D'Eustacchio, A., Danesh, J., Davies, G., Bakker, P. I. W., Groot, M. C. H., Mutsert, R., Deary, I. J., Dedoussis, G., Demerath, E. W., Heijer, M., Hollander, A. I., Ruijter, H. M., Dennis, J. G., Denny, J. C., Di Angelantonio, E., Drenos, F., Du, M., Dube, M. -P., Dunning, A. M., Easton, D. F., Edwards, T. L., Ellinghaus, D., Ellinor, P. T., Elliott, P., Evangelou, E., Farmaki, A. -E., Farooqi, I. S., Faul, J. D., Fauser, S., Feng, S., Ferrannini, E., Ferrieres, J., Florez, J. C., Ford, I., Fornage, M., Franco, O. H., Franke, A., Franks, P. W., Friedrich, N., Frikke-Schmidt, R., Galesloot, T. E., Gan, W., Gandin, I., Gasparini, P., Gibson, J., Giedraitis, V., Gjesing, A. P., Gordon-Larsen, P., Gorski, M., Grabe, H. -J., Grant, S. F. A., Grarup, N., Griffiths, H. L., Grove, M. L., Gudnason, V., Gustafsson, S., Haessler, J., Hakonarson, H., Hammerschlag, A. R., Hansen, T., Harris, K. M., Harris, T. B., Hattersley, A. T., Have, C. T., Hayward, C., He, L., Heard-Costa, N. L., Heath, A. C., Heid, I. M., Helgeland, O., Hernesniemi, J., Hewitt, A. W., Holmen, O. L., Hovingh, G. K., Howson, J. M. M., Hu, Y., Huang, P. L., Huffman, J. E., Ikram, M. A., Ingelsson, E., Jackson, A. U., Jansson, J. -H., Jarvik, G. P., Jensen, G. B., Jia, Y., Johansson, S., Jorgensen, M. E., Jorgensen, T., Jukema, J. W., Kahali, B., Kahn, R. S., Kahonen, M., Kamstrup, P. R., Kanoni, S., Kaprio, J., Karaleftheri, M., Kardia, S. L. R., Karpe, F., Kathiresan, S., Kee, F., Kiemeney, L. A., Kim, E., Kitajima, H., Komulainen, P., Kooner, J. S., Kooperberg, C., Korhonen, T., Kovacs, P., Kuivaniemi, H., Kutalik, Z., Kuulasmaa, K., Kuusisto, J., Laakso, M., Lakka, T. A., Lamparter, D., Lange, E. M., Lange, L. A., Langenberg, C., Larson, E. B., Lee, N. R., Lehtimaki, T., Lewis, C. E., Li, H., Li, J., Li-Gao, R., Lin, H., Lin, K. -H., Lin, L. -A., Lin, X., Lind, L., Lindstrom, J., Linneberg, A., Liu, C. -T., Liu, D. J., Liu, Y., Lo, K. S., Lophatananon, A., Lotery, A. J., Loukola, A., Luan, J., Lubitz, S. A., Lyytikainen, L. -P., Mannisto, S., Marenne, G., Mazul, A. L., Mccarthy, M. I., McKean-Cowdin, R., Medland, S. E., Meidtner, K., Milani, L., Mistry, V., Mitchell, P., Mohlke, K. L., Moilanen, L., Moitry, M., Montgomery, G. W., Mook-Kanamori, D. O., Moore, C., Mori, T. A., Morris, A. D., Morris, A. P., Muller-Nurasyid, M., Munroe, P. B., Nalls, M. A., Narisu, N., Nelson, C. P., Neville, M., Nielsen, S. F., Nikus, K., Njolstad, P. R., Nordestgaard, B. G., Nyholt, D. R., O'Connel, J. R., O'Donoghue, M. L., Loohuis, L. M. O., Ophoff, R. A., Owen, K. R., Packard, C. J., Padmanabhan, S., Palmer, C. N. A., Palmer, N. D., Pasterkamp, G., Patel, A. P., Pattie, A., Pedersen, O., Peissig, P. L., Peloso, G. M., Pennell, C. E., Perola, M., Perry, J. A., Perry, J. R. B., Pers, T. H., Person, T. N., Peters, A., Petersen, E. R. B., Peyser, P. A., Pirie, A., Polasek, O., Polderman, T. J., Puolijoki, H., Raitakari, O. T., Rasheed, A., Rauramaa, R., Reilly, D. F., Renstrom, F., Rheinberger, M., Ridker, P. M., Rioux, J. D., Rivas, M. A., Roberts, D. J., Robertson, N. R., Robino, A., Rolandsson, O., Rudan, I., Ruth, K. S., Saleheen, D., Salomaa, V., Samani, N. J., Sapkota, Y., Sattar, N., Schoen, R. E., Schreiner, P. J., Schulze, M. B., Scott, R. A., Segura-Lepe, M. P., Shah, S. H., Sheu, W. H. -H., Sim, X., Slater, A. J., Small, K. S., Smith, A. V., Southam, L., Spector, T. D., Speliotes, E. K., Starr, J. M., Stefansson, K., Steinthorsdottir, V., Stirrups, K. E., Strauch, K., Stringham, H. M., Stumvoll, M., Sun, L., Surendran, P., Swift, A. J., Tada, H., Tansey, K. E., Tardif, J. -C., Taylor, K. D., Teumer, A., Thompson, D. J., Thorleifsson, G., Thorsteinsdottir, U., Thuesen, B. H., Tonjes, A., Tromp, G., Trompet, S., Tsafantakis, E., Tuomilehto, J., Tybjaerg-Hansen, A., Tyrer, J. P., Uher, R., Uitterlinden, A. G., Uusitupa, M., Laan, S. W., Duijn, C. M., Leeuwen, N., van Setten, J., Vanhala, M., Varbo, A., Varga, T. V., Varma, R., Edwards, D. R. V., Vermeulen, S. H., Veronesi, G., Vestergaard, H., Vitart, V., Vogt, T. F., Volker, U., Vuckovic, D., Wagenknecht, L. E., Walker, M., Wallentin, L., Wang, F., Wang, C. A., Wang, S., Wang, Y., Ware, E. B., Wareham, N. J., Warren, H. R., Waterworth, D. M., Wessel, J., White, H. D., Willer, C. J., Wilson, J. G., Witte, D. R., Wood, A. R., Wu, Y., Yaghootkar, H., Yao, J., Yao, P., Yerges-Armstrong, L. M., Young, R., Zeggini, E., Zhan, X., Zhang, W., Zhao, J. H., Zhao, W., Zhou, W., Zondervan, K. T., Rotter, J. I., Pospisilik, J. A., Rivadeneira, F., Borecki, I. B., Deloukas, P., Frayling, T. M., Lettre, G., North, K. E., Lindgren, C. M., Hirschhorn, J. N., and Loos, R. J. F.
Subjects: Publisher correction
Abstract: An amendment to this paper has been published and can be accessed via a link at the top of the paper.
Published: 2019

34. Large trans-ethnic meta-analysis identifies AKR1C4 as a novel gene associated with age at menarche

Author: Sarnowski, C, primary, Cousminer, D L, additional, Franceschini, N, additional, Raffield, L M, additional, Jia, G, additional, Fernández-Rhodes, L, additional, Grant, S F A, additional, Hakonarson, H, additional, Lange, L A, additional, Long, J, additional, Sofer, T, additional, Tao, R, additional, Wallace, R B, additional, Wong, Q, additional, Zirpoli, G, additional, Boerwinkle, E, additional, Bradfield, J P, additional, Correa, A, additional, Kooperberg, C L, additional, North, K E, additional, Palmer, J R, additional, Zemel, B S, additional, Zheng, W, additional, Murabito, J M, additional, and Lunetta, K L, additional
Published: 2021
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35. Meta-analysis of up to 622,409 individuals identifies 40 novel smoking behaviour associated genetic loci

Author: Erzurumluoglu, AM, Liu, M, Jackson, VE, Barnes, DR, Datta, G, Melbourne, CA, Young, R, Batini, C, Surendran, P, Jiang, T, Adnan, SD, Afaq, S, Agrawal, A, Altmaier, E, Antoniou, AC, Asselbergs, FW, Baumbach, C, Beirut, L, Bertelsen, S, Boehnke, M, Bots, ML, Brazel, DM, Chambers, JC, Chang-Claude, J, Chen, C, Corley, J, Chou, Y-L, David, SP, de Boer, RA, de Leeuw, CA, Dennis, JG, Dominiczak, AF, Dunning, AM, Easton, DF, Eaton, C, Elliott, P, Evangelou, E, Faul, JD, Foroud, T, Goate, A, Gong, J, Grabe, HJ, Haessler, J, Haiman, C, Hallmans, G, Hammerschlag, AR, Harris, SE, Hattersley, A, Heath, A, Hsu, C, Iacono, WG, Kanoni, S, Kapoor, M, Kaprio, J, Kardia, SL, Karpe, F, Kontto, J, Kooner, JS, Kooperberg, C, Kuulasmaa, K, Laakso, M, Lai, D, Langenberg, C, Le, N, Lettre, G, Loukola, A, Luan, J, Madden, PAF, Mangino, M, Marioni, RE, Marouli, E, Marten, J, Martin, NG, McGue, M, Michailidou, K, Mihailov, E, Moayyeri, A, Moitry, M, Müller-Nurasyid, M, Naheed, A, Nauck, M, Neville, MJ, Nielsen, SF, North, K, Perola, M, Pharoah, PDP, Pistis, G, Polderman, TJ, Posthuma, D, Poulter, N, Qaiser, B, Rasheed, A, Reiner, A, Renström, F, Rice, J, Rohde, R, Rolandsson, O, Samani, NJ, Samuel, M, Schlessinger, D, Scholte, SH, Scott, RA, Sever, P, Shao, Y, Shrine, N, Smith, JA, Starr, JM, Stirrups, K, Stram, D, Stringham, HM, Tachmazidou, I, Tardif, J-C, Thompson, DJ, Tindle, HA, Tragante, V, Trompet, S, Turcot, V, Tyrrell, J, Vaartjes, I, van der Leij, AR, van der Meer, P, Varga, TV, Verweij, N, Völzke, H, Wareham, NJ, Warren, HR, Weir, DR, Weiss, S, Wetherill, L, Yaghootkar, H, Yavas, E, Jiang, Y, Chen, F, Zhan, X, Zhang, W, Zhao, W, Zhou, K, Amouyel, P, Blankenberg, S, Caulfield, MJ, Chowdhury, R, Cucca, F, Deary, IJ, Deloukas, P, Di Angelantonio, E, Ferrario, M, Ferrières, J, Franks, PW, Frayling, TM, Frossard, P, Hall, IP, Hayward, C, Jansson, J-H, Jukema, JW, Kee, F, Männistö, S, Metspalu, A, Munroe, PB, Nordestgaard, BG, Palmer, CNA, Salomaa, V, Sattar, N, Spector, T, Strachan, DP, Understanding Society Scientific Group, EPIC-CVD, GSCAN, Consortium for Genetics of Smoking Behaviour, CHD Exome+ Consortium, van der Harst, P, Zeggini, E, Saleheen, D, Butterworth, AS, Wain, LV, Abecasis, GR, Danesh, J, Tobin, MD, Vrieze, S, Liu, DJ, and Howson, JMM
Abstract: Smoking is a major heritable and modifiable risk factor for many diseases, including cancer, common respiratory disorders and cardiovascular diseases. Fourteen genetic loci have previously been associated with smoking behaviour-related traits. We tested up to 235,116 single nucleotide variants (SNVs) on the exome-array for association with smoking initiation, cigarettes per day, pack-years, and smoking cessation in a fixed effects meta-analysis of up to 61 studies (up to 346,813 participants). In a subset of 112,811 participants, a further one million SNVs were also genotyped and tested for association with the four smoking behaviour traits. SNV-trait associations with P
Published: 2020

36. Genome-wide gene⇓diabetes and gene⇓obesity interaction scan in 8,255 cases and 11,900 controls from panscan and PanC4 consortia

Author: Tang, H. Jiang, L. Stolzenberg-Solomon, R.Z. Arslan, A.A. Beane Freeman, L.E. Bracci, P.M. Brennan, P. Canzian, F. Du, M. Gallinger, S. Giles, G.G. Goodman, P.J. Kooperberg, C. Le Marchand, L. Neale, R.E. Shu, X.-O. Visvanathan, K. White, E. Zheng, W. Albanes, D. Andreotti, G. Babic, A. Bamlet, W.R. Berndt, S.I. Blackford, A. Bueno-De-Mesquita, B. Buring, J.E. Campa, D. Chanock, S.J. Childs, E. Duell, E.J. Fuchs, C. Michael Gaziano, J. Goggins, M. Hartge, P. Hassam, M.H. Holly, E.A. Hoover, R.N. Hung, R.J. Kurtz, R.C. Lee, I.-M. Malats, N. Milne, R.L. Ng, K. Oberg, A.L. Orlow, I. Peters, U. Porta, M. Rabe, K.G. Rothman, N. Scelo, G. Sesso, H.D. Silverman, D.T. Thompson, I.M. Tjønneland, A. Trichopoulou, A. Wactawski-Wende, J. Wentzensen, N. Wilkens, L.R. Yu, H. Zeleniuch-Jacquotte, A. Amundadottir, L.T. Jacobs, E.J. Petersen, G.M. Wolpin, B.M. Risch, H.A. Chatterjee, N. Klein, A.P. Li, D. Kraft, P. Wei, P.
Abstract: Background: Obesity and diabetes are major modifiable risk factors for pancreatic cancer. Interactions between genetic variants and diabetes/obesity have not previously been comprehensively investigated in pancreatic cancer at the genome-wide level. Methods: We conducted a gene–environment interaction (GxE) analysis including 8,255 cases and 11,900 controls from four pancreatic cancer genome-wide association study (GWAS) datasets (Pancreatic Cancer Cohort Consortium I–III and Pancreatic Cancer Case Control Consortium). Obesity (body mass index ≥30 kg/m2) and diabetes (duration ≥3 years) were the environmental variables of interest. Approximately 870,000 SNPs (minor allele frequency ≥0.005, genotyped in at least one dataset) were analyzed. Case–control (CC), case-only (CO), and joint-effect test methods were used for SNP-level GxE analysis. As a complementary approach, gene-based GxE analysis was also performed. Age, sex, study site, and principal components accounting for population substructure were included as covariates. Meta-analysis was applied to combine individual GWAS summary statistics. Results: No genome-wide significant interactions (departures from a log-additive odds model) with diabetes or obesity were detected at the SNP level by the CC or CO approaches. The joint-effect test detected numerous genome-wide significant GxE signals in the GWAS main effects top hit regions, but the significance diminished after adjusting for the GWAS top hits. In the gene-based analysis, a significant interaction of diabetes with variants in the FAM63A (family with sequence similarity 63 member A) gene (significance threshold P < 1.25 106) was observed in the meta-analysis (PGxE ¼ 1.2 106, PJoint ¼ 4.2 107). Conclusions: This analysis did not find significant GxE interactions at the SNP level but found one significant interaction with diabetes at the gene level. A larger sample size might unveil additional genetic factors via GxE scans. Impact: This study may contribute to discovering the mechanism of diabetes-associated pancreatic cancer. © 2020 American Association for Cancer Research.
Published: 2020

37. Discovery of rare variants associated with blood pressure regulation through meta-analysis of 1.3 million individuals

Author: Surendran, P., Feofanova, E. V., Lahrouchi, N., Ntalla, I., Karthikeyan, S., Cook, J., Chen, L., Mifsud, B., Yao, C., Kraja, A. T., Cartwright, J. H., Hellwege, J. N., Giri, A., Tragante, V., Thorleifsson, G., Liu, D. J., Prins, B. P., Stewart, I. D., Cabrera, C. P., Eales, J. M., Akbarov, A., Auer, P. L., Bielak, L. F., Bis, J. C., Braithwaite, V. S., Brody, J. A., Daw, E. W., Warren, H. R., Drenos, F., Nielsen, S. F., Faul, J. D., Fauman, E. B., Fava, C., Ferreira, T., Foley, C. N., Franceschini, N., Gao, H., Giannakopoulou, O., Giulianini, F., Gudbjartsson, D. F., Guo, X., Harris, S. E., Havulinna, A. S., Helgadottir, A., Huffman, J. E., Hwang, S. -J., Kanoni, S., Kontto, J., Larson, M. G., Li-Gao, R., Lindstrom, J., Lotta, L. A., Lu, Y., Luan, J., Mahajan, A., Malerba, G., Masca, N. G. D., Mei, H., Menni, C., Mook-Kanamori, D. O., Mosen-Ansorena, D., Muller-Nurasyid, M., Pare, G., Paul, D. S., Perola, M., Poveda, A., Rauramaa, R., Richard, M., Richardson, T. G., Sepulveda, N., Sim, X., Smith, A. V., Smith, J. A., Staley, J. R., Stanakova, A., Sulem, P., Theriault, S., Thorsteinsdottir, U., Trompet, S., Varga, T. V., Velez Edwards, D. R., Veronesi, G., Weiss, S., Willems, S. M., Yao, J., Young, R., Yu, B., Zhang, W., Zhao, J. -H., Zhao, W., Evangelou, E., Aeschbacher, S., Asllanaj, E., Blankenberg, S., Bonnycastle, L. L., Bork-Jensen, J., Brandslund, I., Braund, P. S., Burgess, S., Cho, K., Christensen, C., Connell, J., Mutsert, R., Dominiczak, A. F., Dorr, M., Eiriksdottir, G., Farmaki, A. -E., Gaziano, J. M., Grarup, N., Grove, M. L., Hallmans, G., Hansen, T., Have, C. T., Heiss, G., Jorgensen, M. E., Jousilahti, P., Kajantie, E., Kamat, M., Karajamaki, A. M., Karpe, F., Koistinen, H. A., Kovesdy, C. P., Kuulasmaa, K., Laatikainen, T., Lannfelt, L., Lee, I. -T., Lee, W. -J., de Boer, R. A., van der Harst, P., van der Meer, P., Verweij, N., Linneberg, A., Martin, L. W., Moitry, M., Nadkarni, G., Neville, M. J., Palmer, C. N. A., Papanicolaou, G. J., Pedersen, O., Peters, J., Poulter, N., Rasheed, A., Rasmussen, K. L., Rayner, N. W., Magi, R., Renstrom, F., Rettig, R., Rossouw, J., Schreiner, P. J., Sever, P. S., Sigurdsson, E. L., Skaaby, T., Sun, Y. V., Sundstrom, J., Thorgeirsson, G., Esko, T., Trabetti, E., Tsao, P. S., Tuomi, T., Turner, S. T., Tzoulaki, I., Vaartjes, I., Vergnaud, A. -C., Willer, C. J., Wilson, P. W. F., Witte, D. R., Yonova-Doing, E., Zhang, H., Aliya, N., Almgren, P., Amouyel, P., Asselbergs, F. W., Barnes, M. R., Blakemore, A. I., Boehnke, M., Bots, M. L., Bottinger, E. P., Buring, J. E., Chambers, J. C., Chen, Y. -D. I., Chowdhury, R., Conen, D., Correa, A., Davey Smith, G., Boer, R. A., Deary, I. J., Dedoussis, G., Deloukas, P., Di Angelantonio, E., Elliott, P., Butterworth, A. S., Danesh, J., Langenberg, C., Mccarthy, M. I., Franks, P. W., Rolandsson, O., Wareham, N. J., Felix, S. B., Ferrieres, J., Ford, I., Fornage, M., Franks, S., Frossard, P., Gambaro, G., Gaunt, T. R., Groop, L., Gudnason, V., Harris, T. B., Hayward, C., Hennig, B. J., Herzig, K. -H., Ingelsson, E., Tuomilehto, J., Jarvelin, M. -R., Jukema, J. W., Kardia, S. L. R., Kee, F., Kooner, J. S., Kooperberg, C., Launer, L. J., Lind, L., Loos, R. J. F., Majumder, A. S., Laakso, M., Melander, O., Mohlke, K. L., Murray, A. D., Nordestgaard, B. G., Orho-Melander, M., Packard, C. J., Padmanabhan, S., Palmas, W., Polasek, O., Porteous, D. J., Prentice, A. M., Province, M. A., Relton, C. L., Rice, K., Ridker, P. M., Rosendaal, F. R., Rotter, J. I., Rudan, I., Salomaa, V., Samani, N. J., Sattar, N., Sheu, W. H. -H., Smith, B. H., Soranzo, N., Spector, T. D., Starr, J. M., Sebert, S., Taylor, K. D., Lakka, T. A., Timpson, N. J., Tobin, M. D., Zeggini, E., Ramachandran, V. S., Virtamo, J., Volker, U., Weir, D. R., Charchar, F. J., Edwards, D. R. V., Edwards, T. L., Hung, A. M., O'Donnell, C. J., Tomaszewski, M., Caulfield, M. J., Holm, H., Lindgren, C. M., Liu, C., Manning, A. K., Morris, A. P., Morrison, A. C., Psaty, B. M., Saleheen, D., Stefansson, K., Boerwinkle, E., Chasman, D. I., Levy, D., Newton-Cheh, C., Munroe, P. B., Howson, J. M. M., Home Office, Imperial College Healthcare NHS Trust- BRC Funding, Medical Research Council (MRC), UNIVERSITY OF OULU, Epidemiology, Complex Disease Genetics, Research Programs Unit, CAMM - Research Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, HUS Children and Adolescents, Lastentautien yksikkö, Clinicum, Children's Hospital, Helsinki University Hospital Area, HUS Internal Medicine and Rehabilitation, Department of Medicine, Department of Biochemistry and Developmental Biology, Centre of Excellence in Complex Disease Genetics, HUS Abdominal Center, Institute for Molecular Medicine Finland, Endokrinologian yksikkö, Department of Public Health, Cardiovascular Centre (CVC), Restoring Organ Function by Means of Regenerative Medicine (REGENERATE), Feofanova, Elena V [0000-0003-1428-7199], Chasman, Daniel I [0000-0003-3357-0862], Munroe, Patricia B [0000-0002-4176-2947], Howson, Joanna MM [0000-0001-7618-0050], Apollo - University of Cambridge Repository, Cardiology, and ACS - Heart failure & arrhythmias
Subjects: Candidate gene, Blood Pressure, GATA5 Transcription Factor, Gene Frequency, Genetic Predisposition to Disease, Genome-Wide Association Study, Genotype, Humans, Hypertension, Mutation, Phospholipase C beta, Polymorphism, Single Nucleotide, LOCI, Genome-wide association study, 0302 clinical medicine, Polymorphism (computer science), genetics, GENOME-WIDE ASSOCIATION, MENDELIAN RANDOMIZATION, COMMON VARIANTS, IDENTIFIES COMMON, RISK, FREQUENCY, TRAITS, HYPERTENSION, GENETICS, EPIC-CVD, 11 Medical and Health Sciences, health care economics and organizations, Genetics & Heredity, Genetics, 0303 health sciences, Million Veteran Program, 1184 Genetics, developmental biology, physiology, Single Nucleotide, humanities, 3. Good health, genetic association study, EPIC-InterAct, epidemiology, Life Sciences & Biomedicine, Understanding Society Scientific Group, hypertension, education, Biology, Article, 03 medical and health sciences, Mendelian randomization, Polymorphism, Allele frequency, Gene, 030304 developmental biology, Science & Technology, 06 Biological Sciences, meta-analysis, Minor allele frequency, genome-wide association studies, 3111 Biomedicine, 030217 neurology & neurosurgery, LifeLines Cohort Study, Developmental Biology
Abstract: Genetic studies of blood pressure (BP) to date have mainly analyzed common variants (minor allele frequency > 0.05). In a meta-analysis of up to ~1.3 million participants, we discovered 106 new BP-associated genomic regions and 87 rare (minor allele frequency ≤ 0.01) variant BP associations (P
Published: 2020
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38. Smoking-by-genotype interaction in type 2 diabetes risk and fasting glucose

Author: Wu, P. (Peitao), Rybin, D. (Denis), Bielak, L.F. (Lawrence F.), Feitosa, M.F. (Mary Furlan), Franceschini, N. (Nora), Li, Y. (Yize), Lu, Y. (Yingchang), Marten, J. (Jonathan), Musani, S.K. (Solomon K.), Noordam, R. (Raymond), Raghavan, S. (Sridharan), Rose, L.M. (Lynda M.), Schwander, K., Smith, A.V. (Albert V.), Tajuddin, S.M. (Salman M.), Vojinović, D. (Dina), Amin, N. (Najaf), Arnett, D.K. (Donna K.), Bottinger, E.P. (Erwin), Demirkan, A. (Ayşe), Sijbrands, E.J.G. (Eric), Ghanbari, M. (Mohsen), Harris, T.B. (Tamara B.), Launer, L.J. (Lenore), Liu, J. (Jingmin), Liu, J. (Jun), Mook-Kanamori, D.O. (Dennis O.), Murray, A.D. (Alison D.), Nalls, M.A. (Michael), Peyser, P.A. (Patricia A.), Uitterlinden, A.G. (André), Voortman, R.G. (Trudy), Bouchard, C. (Claude), Chasman, D.I. (Daniel), Correa, D.D., Mutsert, R. (Reneé) de, Evans, M.K. (Michele), Gudnason, V. (Vilmundur), Hayward, C. (Caroline), Kao, L. (Linda), Kardia, S.L.R. (Sharon), Kooperberg, C. (Charles), Loos, R.J.F. (Ruth), Province, M.M. (Michael M.), Rankinen, T. (Tuomo), Allison, M.A. (Matthew), Jarvelin, M.-R. (Marjo-Riitta), Rotter, J.I. (Jerome I.), Siscovick, D. (David), Smith, B.H. (Blair), Duijn, C.M. (Cornelia) van, Zonderman, A.B. (Alan B.), Rao, D.C. (D. C.), Wilson, J.F. (James), Dupuis, J. (Josée), Meigs, J.B. (James), Liu, C.-T. (Ching-Ti), Vassy, J.L. (Jason L.), Wu, P. (Peitao), Rybin, D. (Denis), Bielak, L.F. (Lawrence F.), Feitosa, M.F. (Mary Furlan), Franceschini, N. (Nora), Li, Y. (Yize), Lu, Y. (Yingchang), Marten, J. (Jonathan), Musani, S.K. (Solomon K.), Noordam, R. (Raymond), Raghavan, S. (Sridharan), Rose, L.M. (Lynda M.), Schwander, K., Smith, A.V. (Albert V.), Tajuddin, S.M. (Salman M.), Vojinović, D. (Dina), Amin, N. (Najaf), Arnett, D.K. (Donna K.), Bottinger, E.P. (Erwin), Demirkan, A. (Ayşe), Sijbrands, E.J.G. (Eric), Ghanbari, M. (Mohsen), Harris, T.B. (Tamara B.), Launer, L.J. (Lenore), Liu, J. (Jingmin), Liu, J. (Jun), Mook-Kanamori, D.O. (Dennis O.), Murray, A.D. (Alison D.), Nalls, M.A. (Michael), Peyser, P.A. (Patricia A.), Uitterlinden, A.G. (André), Voortman, R.G. (Trudy), Bouchard, C. (Claude), Chasman, D.I. (Daniel), Correa, D.D., Mutsert, R. (Reneé) de, Evans, M.K. (Michele), Gudnason, V. (Vilmundur), Hayward, C. (Caroline), Kao, L. (Linda), Kardia, S.L.R. (Sharon), Kooperberg, C. (Charles), Loos, R.J.F. (Ruth), Province, M.M. (Michael M.), Rankinen, T. (Tuomo), Allison, M.A. (Matthew), Jarvelin, M.-R. (Marjo-Riitta), Rotter, J.I. (Jerome I.), Siscovick, D. (David), Smith, B.H. (Blair), Duijn, C.M. (Cornelia) van, Zonderman, A.B. (Alan B.), Rao, D.C. (D. C.), Wilson, J.F. (James), Dupuis, J. (Josée), Meigs, J.B. (James), Liu, C.-T. (Ching-Ti), and Vassy, J.L. (Jason L.)
Abstract: Smoking is a potentially causal behavioral risk factor for type 2 diabetes (T2D), but not all smokers develop T2D. It is unknown whether genetic factors partially explain this variation. We performed genome-environment-wide interaction studies to identify loci exhibiting potential interaction with baseline smoking status (ever vs. never) on incident T2D and fasting glucose (FG). Analyses were performed in participants of European (EA) and African ancestry (AA) separately. Discovery analyses were conducted using genotype data from the 50,000-single-nucleotide polymorphism (SNP) ITMAT-Broad-CARe (IBC) array in 5 cohorts from from the Candidate Gene Association Resource Consortium (n = 23,189). Replication was performed in up to 16 studies from the Cohorts for Heart Aging Research in Genomic Epidemiology Consortium (n = 74,584). In meta-analysis of discovery and replication estimates, 5 SNPs met at least one criterion for potential interaction with smoking on incident T2D at p<1x10-7 (adjusted for multiple hypothesis-testing with the IBC array). Two SNPs had significant joint effects in the overall model and significant main effects only in one smoking stratum: rs140637 (FBN1) in AA individuals had a significant main effect only among smokers, and rs1444261 (closest gene C2orf63) in EA individuals had a significant main effect only among nonsmokers. Three additional SNPs were identified as having potential interaction by exhibiting a significant main effects only in smokers: rs1801232 (CUBN) in AA individuals, rs12243326 (TCF7L2) in EA individuals, and rs4132670 (TCF7L2) in EA individuals. No SNP met significance for potential interaction with smoking on baseline FG. The identification of these loci provides evidence for genetic interactions with smoking exposure that may explain some of the heterogeneity in the association between smoking and T2D.
Published: 2020
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39. Multi-ancestry GWAS of the electrocardiographic PR interval identifies 202 loci underlying cardiac conduction

Author: Ntalla, I. (Ioanna), Weng, L.-C., Cartwright, J.H. (James H.), Hall, A.W. (Amelia Weber), Sveinbjornsson, G. (Gardar), Tucker, N.R. (Nathan R.), Choi, S.H. (Seung Hoan), Chaffin, M.D. (Mark D.), Roselli, C. (Carolina), Barnes, M.J. (Michael), Mifsud, B. (Borbala), Warren, H.R. (Helen R.), Hayward, C. (Caroline), Marten, J. (Jonathan), Cranley, J.J. (James J.), Concas, M.P. (Maria Pina), Gasparini, P. (Paolo), Boutin, T. (Thibaud), Kolcic, I. (Ivana), Polasek, O. (Ozren), Rudan, I. (Igor), Araujo, N.M. (Nathalia M.), Lima-Costa, M.F. (Maria Fernanda), Ribeiro, A.L. (Antonio), Souza, R.P. (Renan P.), Tarazona-Santos, E. (Eduardo), Giedraitis, V. (Vilmantas), Ingelsson, E. (Erik), Mahajan, A. (Anubha), Morris, A.P. (Andrew), Del Greco M, F. (Fabiola), Foco, L. (Luisa), Gögele, M. (Martin), Hicks, A.A. (Andrew A.), Cook, J.P. (James P.), Kao, W.H.L. (Wen), Lindgren, C.M. (Cecilia M.), Sundström, J. (Johan), Nelson, C.P. (Christopher P.), Riaz, M.B. (Muhammad B.), Samani, N.J. (Nilesh), Sinagra, G. (Gianfranco), Ulivi, S. (Shelia), Kähönen, M. (Mika), Mishra, P.P. (Pashupati P.), Mononen, N. (Nina), Nikus, K. (Kjell), Caulfield, M. (Mark), Dominiczak, A. (Anna), Padmanabhan, S. (Sandosh), Montasser, M.E. (May E.), O’Connell, J.R. (Jeff R.), Ryan, K. (Kathleen), Shuldiner, A.R. (Alan R.), Aeschbacher, S. (Stefanie), Conen, D. (David), Risch, L. (Lorenz), Thériault, S. (Sébastien), Hutri-Kähönen, N. (Nina), Lehtimäki, T. (Terho), Lyytikäinen, L.-P. (Leo-Pekka), Raitakari, O. (Olli), Barnes, C.L.K. (Catriona L. K.), Campbell, H. (Harry), Joshi, P.K. (Peter), Wilson, J.F. (James), Isaacs, A.J. (Aaron), Kors, J.A. (Jan), Duijn, C.M. (Cornelia) van, Huang, P.L. (Paul L.), Gudnason, V. (Vilmundur), Harris, T.B. (Tamara B.), Launer, L.J. (Lenore), Smith, A.V. (Albert), Bottinger, E.P. (Erwin), Loos, R.J.F. (Ruth), Nadkarni, G. (Girish), Preuss, M. (Michael), Correa, D.D., Mei, H. (Hao), Meitinger, T. (Thomas), Müller-Nurasyid, M. (Martina), Peters, A. (Annette), Waldenberger, M. (Melanie), Mangino, M. (Massimo), Spector, T.D. (Timothy), Rienstra, S.A., van de Vegte, Y.J. (Yordi J.), Harst, P. (Pim) van der, Verweij, N. (Niek), Kääb, S. (Stefan), Schramm, K. (Katharina), Sinner, M.F. (Moritz), Strauch, K. (Konstantin), Cutler, M.J. (Michael J.), Fatkin, D. (Diane), London, B. (Barry), Olesen, M.S. (Morten S.), Roden, D.M. (Dan M.), Benjamin Shoemaker, M. (M.), Gustav Smith, J. (J.), Biggs, M.L. (M.), Bis, J.C. (Joshua), Brody, J.A. (Jennifer A.), Psaty, B.M. (Bruce), Rice, K.M. (Kenneth), Sotoodehnia, N. (Nona), Grandi, A. (Alessandro) de, Fuchsberger, C. (Christian), Penninx, B.W.J.H., Pramstaller, P.P. (Peter Paul), Ford, I. (Ian), Jukema, J.W. (Jan Wouter), Macfarlane, P.W. (Peter W.), Trompet, S. (Stella), Dörr, M. (Marcus), Felix, S.B. (Stephan B.), Völker, U. (Uwe), Weiss, S. (Stefan), Havulinna, A.S. (Aki), Jula, A. (Antti), Sääksjärvi, K. (K.), Salomaa, V. (Veikko), Guo, X. (Xiuqing), Heckbert, S.R. (Susan), Lin, H.J. (Henry J.), Rotter, J.I. (Jerome I.), Taylor, K.D. (Kent), Yao, J. (Jie), Mutsert, R. (Reneé) de, Maan, A.C. (Arie C.), Mook-Kanamori, D.O. (Dennis O.), Noordam, R. (Raymond), Cucca, F. (Francesco), Ding, J. (Jun), Lakatta, E. (Edward), Qian, Y. (Yong), Tarasov, K.V. (Kirill V.), Levy, D. (Daniel), Lin, H. (Honghuang), Newton-Cheh, C. (Christopher), Lunetta, K.L. (Kathryn), Murray, A.D. (Alison D.), Porteous, D.J. (David J.), Smith, B.H. (Blair), Stricker, B.H.Ch. (Bruno), Uitterlinden, A.G. (André), Berg, M.E. (Marten) van den, Haessler, J. (Jeff), Jackson, R.D. (Rebecca), Kooperberg, C. (Charles), Peters, U. (Ulrike), Reiner, A.P. (Alexander P.), Whitsel, E.A. (Eric), Alonso, A. (Alvaro), Arking, D.E. (Dan E.), Boerwinkle, E.A. (Eric), Ehret, G.B. (Georg B.), Soliman, E.Z. (Elsayed Z.), Avery, C.L., Gogarten, S.M., Kerr, K.F. (Kathleen), Laurie, C.C. (Cathy C.), Seyerle, A.A. (Amanda A.), Stilp, A. (Adrienne), Assa, S. (Solmaz), Abdullah Said, M. (M.), Yldau van der Ende, M. (M.), Lambiase, P.D. (Pier), Orini, M. (Michele), Ramirez, J. (Julia), Van Duijvenboden, S. (Stefan), Arnar, D.O. (David O.), Gudbjartsson, D.F. (Daniel), Holm, H. (Hilma), Sulem, P. (Patrick), Thorleifsson, G. (Gudmar), Thorolfsdottir, R.B. (Rosa B.), Thorsteinsdottir, U. (Unnur), Benjamin, E.J. (Emelia J.), Tinker, A. (Andrew), Zwart, J-A. (John-Anker), Ellinor, P.T. (Patrick), Jamshidi, Y. (Yalda), Lubitz, S.A. (Steven), Munroe, P. (Patricia), Ntalla, I. (Ioanna), Weng, L.-C., Cartwright, J.H. (James H.), Hall, A.W. (Amelia Weber), Sveinbjornsson, G. (Gardar), Tucker, N.R. (Nathan R.), Choi, S.H. (Seung Hoan), Chaffin, M.D. (Mark D.), Roselli, C. (Carolina), Barnes, M.J. (Michael), Mifsud, B. (Borbala), Warren, H.R. (Helen R.), Hayward, C. (Caroline), Marten, J. (Jonathan), Cranley, J.J. (James J.), Concas, M.P. (Maria Pina), Gasparini, P. (Paolo), Boutin, T. (Thibaud), Kolcic, I. (Ivana), Polasek, O. (Ozren), Rudan, I. (Igor), Araujo, N.M. (Nathalia M.), Lima-Costa, M.F. (Maria Fernanda), Ribeiro, A.L. (Antonio), Souza, R.P. (Renan P.), Tarazona-Santos, E. (Eduardo), Giedraitis, V. (Vilmantas), Ingelsson, E. (Erik), Mahajan, A. (Anubha), Morris, A.P. (Andrew), Del Greco M, F. (Fabiola), Foco, L. (Luisa), Gögele, M. (Martin), Hicks, A.A. (Andrew A.), Cook, J.P. (James P.), Kao, W.H.L. (Wen), Lindgren, C.M. (Cecilia M.), Sundström, J. (Johan), Nelson, C.P. (Christopher P.), Riaz, M.B. (Muhammad B.), Samani, N.J. (Nilesh), Sinagra, G. (Gianfranco), Ulivi, S. (Shelia), Kähönen, M. (Mika), Mishra, P.P. (Pashupati P.), Mononen, N. (Nina), Nikus, K. (Kjell), Caulfield, M. (Mark), Dominiczak, A. (Anna), Padmanabhan, S. (Sandosh), Montasser, M.E. (May E.), O’Connell, J.R. (Jeff R.), Ryan, K. (Kathleen), Shuldiner, A.R. (Alan R.), Aeschbacher, S. (Stefanie), Conen, D. (David), Risch, L. (Lorenz), Thériault, S. (Sébastien), Hutri-Kähönen, N. (Nina), Lehtimäki, T. (Terho), Lyytikäinen, L.-P. (Leo-Pekka), Raitakari, O. (Olli), Barnes, C.L.K. (Catriona L. K.), Campbell, H. (Harry), Joshi, P.K. (Peter), Wilson, J.F. (James), Isaacs, A.J. (Aaron), Kors, J.A. (Jan), Duijn, C.M. (Cornelia) van, Huang, P.L. (Paul L.), Gudnason, V. (Vilmundur), Harris, T.B. (Tamara B.), Launer, L.J. (Lenore), Smith, A.V. (Albert), Bottinger, E.P. (Erwin), Loos, R.J.F. (Ruth), Nadkarni, G. (Girish), Preuss, M. (Michael), Correa, D.D., Mei, H. (Hao), Meitinger, T. (Thomas), Müller-Nurasyid, M. (Martina), Peters, A. (Annette), Waldenberger, M. (Melanie), Mangino, M. (Massimo), Spector, T.D. (Timothy), Rienstra, S.A., van de Vegte, Y.J. (Yordi J.), Harst, P. (Pim) van der, Verweij, N. (Niek), Kääb, S. (Stefan), Schramm, K. (Katharina), Sinner, M.F. (Moritz), Strauch, K. (Konstantin), Cutler, M.J. (Michael J.), Fatkin, D. (Diane), London, B. (Barry), Olesen, M.S. (Morten S.), Roden, D.M. (Dan M.), Benjamin Shoemaker, M. (M.), Gustav Smith, J. (J.), Biggs, M.L. (M.), Bis, J.C. (Joshua), Brody, J.A. (Jennifer A.), Psaty, B.M. (Bruce), Rice, K.M. (Kenneth), Sotoodehnia, N. (Nona), Grandi, A. (Alessandro) de, Fuchsberger, C. (Christian), Penninx, B.W.J.H., Pramstaller, P.P. (Peter Paul), Ford, I. (Ian), Jukema, J.W. (Jan Wouter), Macfarlane, P.W. (Peter W.), Trompet, S. (Stella), Dörr, M. (Marcus), Felix, S.B. (Stephan B.), Völker, U. (Uwe), Weiss, S. (Stefan), Havulinna, A.S. (Aki), Jula, A. (Antti), Sääksjärvi, K. (K.), Salomaa, V. (Veikko), Guo, X. (Xiuqing), Heckbert, S.R. (Susan), Lin, H.J. (Henry J.), Rotter, J.I. (Jerome I.), Taylor, K.D. (Kent), Yao, J. (Jie), Mutsert, R. (Reneé) de, Maan, A.C. (Arie C.), Mook-Kanamori, D.O. (Dennis O.), Noordam, R. (Raymond), Cucca, F. (Francesco), Ding, J. (Jun), Lakatta, E. (Edward), Qian, Y. (Yong), Tarasov, K.V. (Kirill V.), Levy, D. (Daniel), Lin, H. (Honghuang), Newton-Cheh, C. (Christopher), Lunetta, K.L. (Kathryn), Murray, A.D. (Alison D.), Porteous, D.J. (David J.), Smith, B.H. (Blair), Stricker, B.H.Ch. (Bruno), Uitterlinden, A.G. (André), Berg, M.E. (Marten) van den, Haessler, J. (Jeff), Jackson, R.D. (Rebecca), Kooperberg, C. (Charles), Peters, U. (Ulrike), Reiner, A.P. (Alexander P.), Whitsel, E.A. (Eric), Alonso, A. (Alvaro), Arking, D.E. (Dan E.), Boerwinkle, E.A. (Eric), Ehret, G.B. (Georg B.), Soliman, E.Z. (Elsayed Z.), Avery, C.L., Gogarten, S.M., Kerr, K.F. (Kathleen), Laurie, C.C. (Cathy C.), Seyerle, A.A. (Amanda A.), Stilp, A. (Adrienne), Assa, S. (Solmaz), Abdullah Said, M. (M.), Yldau van der Ende, M. (M.), Lambiase, P.D. (Pier), Orini, M. (Michele), Ramirez, J. (Julia), Van Duijvenboden, S. (Stefan), Arnar, D.O. (David O.), Gudbjartsson, D.F. (Daniel), Holm, H. (Hilma), Sulem, P. (Patrick), Thorleifsson, G. (Gudmar), Thorolfsdottir, R.B. (Rosa B.), Thorsteinsdottir, U. (Unnur), Benjamin, E.J. (Emelia J.), Tinker, A. (Andrew), Zwart, J-A. (John-Anker), Ellinor, P.T. (Patrick), Jamshidi, Y. (Yalda), Lubitz, S.A. (Steven), and Munroe, P. (Patricia)
Abstract: The electrocardiographic PR interval reflects atrioventricular conduction, and is associated with conduction abnormalities, pacemaker implantation, atrial fibrillation (AF), and cardiovascular mortality. Here we report a multi-ancestry (N = 293,051) genome-wide association meta-analysis for the PR interval, discovering 202 loci of which 141 have not previously been reported. Variants at identified loci increase the percentage of heritability explained, from 33.5% to 62.6%. We observe enrichment for cardiac muscle developmental/contractile and cytoskeletal genes, highlighting key regulation processes for atrioventricular conduction. Additionally, 8 loci not previously reported harbor genes underlying inherited arrhythmic syndromes and/or cardiomyopathies suggesting a role for these genes in cardiovascular pathology in the general population. We show that polygenic predisposition to PR interval duration is an endophenotype for cardiovascular disease, including distal conduc
Published: 2020
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40. Genome-Wide Gene-Diabetes and Gene-Obesity Interaction Scan in 8,255 Cases and 11,900 Controls from PanScan and PanC4 Consortia

Author: Tang, H, Jiang, L, Stolzenberg-Solomon, RZ, Arslan, AA, Freeman, LEB, Bracci, PM, Brennan, P, Canzian, F, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Shu, X-O, Visvanathan, K, White, E, Zheng, W, Albanes, D, Andreotti, G, Babic, A, Bamlet, WR, Berndt, S, Blackford, A, Bueno-de-Mesquita, B, Buring, JE, Campa, D, Chanock, SJ, Childs, E, Duell, EJ, Fuchs, C, Gaziano, JM, Goggins, M, Hartge, P, Hassam, MH, Holly, EA, Hoover, RN, Hung, RJ, Kurtz, RC, Lee, I-M, Malats, N, Milne, RL, Ng, K, Oberg, AL, Orlow, I, Peters, U, Porta, M, Rabe, KG, Rothman, N, Scelo, G, Sesso, HD, Silverman, DT, Thompson, IM, Tjonneland, A, Trichopoulou, A, Wactawski-Wende, J, Wentzensen, N, Wilkens, LR, Yu, H, Zeleniuch-Jacquotte, A, Amundadottir, LT, Jacobs, EJ, Petersen, GM, Wolpin, BM, Risch, HA, Chatterjee, N, Klein, AP, Li, D, Kraft, P, Wei, P, Tang, H, Jiang, L, Stolzenberg-Solomon, RZ, Arslan, AA, Freeman, LEB, Bracci, PM, Brennan, P, Canzian, F, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Shu, X-O, Visvanathan, K, White, E, Zheng, W, Albanes, D, Andreotti, G, Babic, A, Bamlet, WR, Berndt, S, Blackford, A, Bueno-de-Mesquita, B, Buring, JE, Campa, D, Chanock, SJ, Childs, E, Duell, EJ, Fuchs, C, Gaziano, JM, Goggins, M, Hartge, P, Hassam, MH, Holly, EA, Hoover, RN, Hung, RJ, Kurtz, RC, Lee, I-M, Malats, N, Milne, RL, Ng, K, Oberg, AL, Orlow, I, Peters, U, Porta, M, Rabe, KG, Rothman, N, Scelo, G, Sesso, HD, Silverman, DT, Thompson, IM, Tjonneland, A, Trichopoulou, A, Wactawski-Wende, J, Wentzensen, N, Wilkens, LR, Yu, H, Zeleniuch-Jacquotte, A, Amundadottir, LT, Jacobs, EJ, Petersen, GM, Wolpin, BM, Risch, HA, Chatterjee, N, Klein, AP, Li, D, Kraft, P, and Wei, P
Abstract: BACKGROUND: Obesity and diabetes are major modifiable risk factors for pancreatic cancer. Interactions between genetic variants and diabetes/obesity have not previously been comprehensively investigated in pancreatic cancer at the genome-wide level. METHODS: We conducted a gene-environment interaction (GxE) analysis including 8,255 cases and 11,900 controls from four pancreatic cancer genome-wide association study (GWAS) datasets (Pancreatic Cancer Cohort Consortium I-III and Pancreatic Cancer Case Control Consortium). Obesity (body mass index ≥30 kg/m2) and diabetes (duration ≥3 years) were the environmental variables of interest. Approximately 870,000 SNPs (minor allele frequency ≥0.005, genotyped in at least one dataset) were analyzed. Case-control (CC), case-only (CO), and joint-effect test methods were used for SNP-level GxE analysis. As a complementary approach, gene-based GxE analysis was also performed. Age, sex, study site, and principal components accounting for population substructure were included as covariates. Meta-analysis was applied to combine individual GWAS summary statistics. RESULTS: No genome-wide significant interactions (departures from a log-additive odds model) with diabetes or obesity were detected at the SNP level by the CC or CO approaches. The joint-effect test detected numerous genome-wide significant GxE signals in the GWAS main effects top hit regions, but the significance diminished after adjusting for the GWAS top hits. In the gene-based analysis, a significant interaction of diabetes with variants in the FAM63A (family with sequence similarity 63 member A) gene (significance threshold P < 1.25 × 10-6) was observed in the meta-analysis (P GxE = 1.2 ×10-6, P Joint = 4.2 ×10-7). CONCLUSIONS: This analysis did not find significant GxE interactions at the SNP level but found one significant interaction with diabetes at the gene level. A larger sample size might unveil additional genetic factors via GxE scans. IMPACT: This study may con
Published: 2020

41. A general framework for functionally informed set-based analysis: Application to a large-scale colorectal cancer study

Author: Plagnol, V, Dong, X, Su, Y-R, Barfield, R, Bien, SA, He, Q, Harrison, TA, Huyghe, JR, Keku, TO, Lindor, NM, Schafmayer, C, Chan, AT, Gruber, SB, Jenkins, MA, Kooperberg, C, Peters, U, Hsu, L, Plagnol, V, Dong, X, Su, Y-R, Barfield, R, Bien, SA, He, Q, Harrison, TA, Huyghe, JR, Keku, TO, Lindor, NM, Schafmayer, C, Chan, AT, Gruber, SB, Jenkins, MA, Kooperberg, C, Peters, U, and Hsu, L
Abstract: Genome-wide association studies (GWAS) have successfully identified tens of thousands of genetic variants associated with various phenotypes, but together they explain only a fraction of heritability, suggesting many variants have yet to be discovered. Recently it has been recognized that incorporating functional information of genetic variants can improve power for identifying novel loci. For example, S-PrediXcan and TWAS tested the association of predicted gene expression with phenotypes based on GWAS summary statistics by leveraging the information on genetic regulation of gene expression and found many novel loci. However, as genetic variants may have effects on more than one gene and through different mechanisms, these methods likely only capture part of the total effects of these variants. In this paper, we propose a summary statistics-based mixed effects score test (sMiST) that tests for the total effect of both the effect of the mediator by imputing genetically predicted gene expression, like S-PrediXcan and TWAS, and the direct effects of individual variants. It allows for multiple functional annotations and multiple genetically predicted mediators. It can also perform conditional association analysis while adjusting for other genetic variants (e.g., known loci for the phenotype). Extensive simulation and real data analyses demonstrate that sMiST yields p-values that agree well with those obtained from individual level data but with substantively improved computational speed. Importantly, a broad application of sMiST to GWAS is possible, as only summary statistics of genetic variant associations are required. We apply sMiST to a large-scale GWAS of colorectal cancer using summary statistics from ∼120, 000 study participants and gene expression data from the Genotype-Tissue Expression (GTEx) project. We identify several novel and secondary independent genetic loci.
Published: 2020

42. Genome-Wide Association Study Data Reveal Genetic Susceptibility to Chronic Inflammatory Intestinal Diseases and Pancreatic Ductal Adenocarcinoma Risk

Author: Yuan, F, Hung, RJ, Walsh, N, Zhang, H, Platz, EA, Wheeler, W, Song, L, Arslan, AA, Freeman, LEB, Bracci, P, Canzian, F, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Rosendahl, J, Scelo, G, Shu, X-O, Visvanathan, K, White, E, Zheng, W, Albanes, D, Amiano, P, Andreotti, G, Babic, A, Bamlet, WR, Berndt, SI, Brennan, P, Bueno-de-Mesquita, B, Buring, JE, Campbell, PT, Chanock, SJ, Fuchs, CS, Gaziano, JM, Goggins, MG, Hackert, T, Hartge, P, Hassan, MM, Holly, EA, Hoover, RN, Katzke, V, Kirsten, H, Kurtz, RC, Lee, I-M, Malats, N, Milne, RL, Murphy, N, Ng, K, Oberg, AL, Porta, M, Rabe, KG, Real, FX, Rothman, N, Sesso, HD, Silverman, DT, Thompson, IM, Wactawski-Wende, J, Wang, X, Wentzensen, N, Wilkens, LR, Yu, H, Zeleniuch-Jacquotte, A, Shi, J, Duell, EJ, Amundadottir, LT, Li, D, Petersen, GM, Wolpin, BM, Risch, HA, Yu, K, Klein, AP, Stolzenberg-Solomon, R, Yuan, F, Hung, RJ, Walsh, N, Zhang, H, Platz, EA, Wheeler, W, Song, L, Arslan, AA, Freeman, LEB, Bracci, P, Canzian, F, Du, M, Gallinger, S, Giles, GG, Goodman, PJ, Kooperberg, C, Le Marchand, L, Neale, RE, Rosendahl, J, Scelo, G, Shu, X-O, Visvanathan, K, White, E, Zheng, W, Albanes, D, Amiano, P, Andreotti, G, Babic, A, Bamlet, WR, Berndt, SI, Brennan, P, Bueno-de-Mesquita, B, Buring, JE, Campbell, PT, Chanock, SJ, Fuchs, CS, Gaziano, JM, Goggins, MG, Hackert, T, Hartge, P, Hassan, MM, Holly, EA, Hoover, RN, Katzke, V, Kirsten, H, Kurtz, RC, Lee, I-M, Malats, N, Milne, RL, Murphy, N, Ng, K, Oberg, AL, Porta, M, Rabe, KG, Real, FX, Rothman, N, Sesso, HD, Silverman, DT, Thompson, IM, Wactawski-Wende, J, Wang, X, Wentzensen, N, Wilkens, LR, Yu, H, Zeleniuch-Jacquotte, A, Shi, J, Duell, EJ, Amundadottir, LT, Li, D, Petersen, GM, Wolpin, BM, Risch, HA, Yu, K, Klein, AP, and Stolzenberg-Solomon, R
Abstract: Registry-based epidemiologic studies suggest associations between chronic inflammatory intestinal diseases and pancreatic ductal adenocarcinoma (PDAC). As genetic susceptibility contributes to a large proportion of chronic inflammatory intestinal diseases, we hypothesize that the genomic regions surrounding established genome-wide associated variants for these chronic inflammatory diseases are associated with PDAC. We examined the association between PDAC and genomic regions (±500 kb) surrounding established common susceptibility variants for ulcerative colitis, Crohn's disease, inflammatory bowel disease, celiac disease, chronic pancreatitis, and primary sclerosing cholangitis. We analyzed summary statistics from genome-wide association studies data for 8,384 cases and 11,955 controls of European descent from two large consortium studies using the summary data-based adaptive rank truncated product method to examine the overall association of combined genomic regions for each inflammatory disease group. Combined genomic susceptibility regions for ulcerative colitis, Crohn disease, inflammatory bowel disease, and chronic pancreatitis were associated with PDAC at P values < 0.05 (0.0040, 0.0057, 0.011, and 3.4 × 10-6, respectively). After excluding the 20 PDAC susceptibility regions (±500 kb) previously identified by GWAS, the genomic regions for ulcerative colitis, Crohn disease, and inflammatory bowel disease remained associated with PDAC (P = 0.0029, 0.0057, and 0.0098, respectively). Genomic regions for celiac disease (P = 0.22) and primary sclerosing cholangitis (P = 0.078) were not associated with PDAC. Our results support the hypothesis that genomic regions surrounding variants associated with inflammatory intestinal diseases, particularly, ulcerative colitis, Crohn disease, inflammatory bowel disease, and chronic pancreatitis are associated with PDAC. SIGNIFICANCE: The joint effects of common variants in genomic regions containing susceptibility loci for infla
Published: 2020

43. Discovery of rare variants associated with blood pressure regulation through meta-analysis of 1.3 million individuals

Author: Surendran, P, Feofanova, E, Lahrouchi, N, Ntalla, I, Karthikeyan, S, Cook, J, Chen, L, Mifsud, B, Yao, C, Kraja, AT, Cartwright, JH, Hellwege, JN, Giri, A, Tragante, V, Thorleifsson, G, Liu, DJ, Prins, BP, Stewart, ID, Cabrera, CP, Eales, JM, Akbarov, A, Auer, PL, Bielak, LF, Bis, JC, Braithwaite, VS, Brody, JA, Daw, EW, Warren, HR, Drenos, F, Nielsen, SF, Faul, JD, Fauman, EB, Fava, C, Ferreira, T, Foley, CN, Franceschini, N, Gao, H, Giannakopoulou, O, Giulianini, F, Gudbjartsson, DF, Guo, X, Harris, SE, Havulinna, AS, Helgadottir, A, Huffman, JE, Hwang, S-J, Kanoni, S, Kontto, J, Larson, MG, Li-Gao, R, Lindstrom, J, Lotta, LA, Lu, Y, Luan, J, Mahajan, A, Malerba, G, Masca, NGD, Mei, H, Menni, C, Mook-Kanamori, DO, Mosen-Ansorena, D, Muller-Nurasyid, M, Pare, G, Paul, DS, Perola, M, Poveda, A, Rauramaa, R, Richard, M, Richardson, TG, Sepulveda, N, Sim, X, Smith, A, Smith, JA, Staley, JR, Stanakova, A, Sulem, P, Theriault, S, Thorsteinsdottir, U, Trompet, S, Varga, TV, Edwards, DRV, Veronesi, G, Weiss, S, Willems, SM, Yao, J, Young, R, Yu, B, Zhang, W, Zhao, J-H, Zhao, W, Evangelou, E, Aeschbacher, S, Asllanaj, E, Blankenberg, S, Bonnycastle, LL, Bork-Jensen, J, Brandslund, I, Braund, PS, Burgess, S, Cho, K, Christensen, C, Connell, J, de Mutsert, R, Dominiczak, AF, Dorr, M, Eiriksdottir, G, Farmaki, A-E, Gaziano, JM, Grarup, N, Grove, ML, Hallmans, G, Hansen, T, Have, CT, Heiss, G, Jorgensen, ME, Jousilahti, P, Kajantie, E, Kamat, M, Karajamaki, A, Karpe, F, Koistinen, HA, Kovesdy, CP, Kuulasmaa, K, Laatikainen, T, Lannfelt, L, Lee, I-T, Lee, W-J, Linneberg, A, Martin, LW, Moitry, M, Nadkarni, G, Neville, MJ, Palmer, CNA, Papanicolaou, GJ, Pedersen, O, Peters, J, Poulter, N, Rasheed, A, Rasmussen, KL, Rayner, NW, Magi, R, Renstrom, F, Rettig, R, Rossouw, J, Schreiner, PJ, Sever, PS, Sigurdsson, EL, Skaaby, T, Sun, Y, Sundstrom, J, Thorgeirsson, G, Esko, T, Trabetti, E, Tsao, PS, Tuomi, T, Turner, ST, Tzoulaki, I, Vaartjes, I, Vergnaud, A-C, Willer, CJ, Wilson, PWF, Witte, DR, Yonova-Doing, E, Zhang, H, Aliya, N, Almgren, P, Amouyel, P, Asselbergs, FW, Barnes, MR, Blakemore, A, Boehnke, M, Bots, ML, Bottinger, EP, Buring, JE, Chambers, JC, Chen, Y-DI, Chowdhury, R, Conen, D, Correa, A, Smith, GD, de Boer, RA, Deary, IJ, Dedoussis, G, Deloukas, P, Di Angelantonio, E, Elliott, P, Felix, SB, Ferrieres, J, Ford, I, Fornage, M, Franks, PW, Franks, S, Frossard, P, Gambaro, G, Gaunt, TR, Groop, L, Gudnason, V, Harris, TB, Hayward, C, Hennig, BJ, Herzig, K-H, Ingelsson, E, Tuomilehto, J, Jarvelin, M-R, Jukema, JW, Kardia, SLR, Kee, F, Kooner, JS, Kooperberg, C, Launer, LJ, Lind, L, Loos, RJF, Majumder, AAS, Laakso, M, McCarthy, M, Melander, O, Mohlke, KL, Murray, AD, Nordestgaard, BG, Orho-Melander, M, Packard, CJ, Padmanabhan, S, Palmas, W, Polasek, O, Porteous, DJ, Prentice, AM, Province, MA, Relton, CL, Rice, K, Ridker, PM, Rolandsson, O, Rosendaal, FR, Rotter, J, Rudan, I, Salomaa, V, Samani, NJ, Sattar, N, Sheu, WH-H, Smith, BH, Soranzo, N, Spector, TD, Starr, JM, Sebert, S, Taylor, KD, Lakka, TA, Timpson, NJ, Tobin, MD, van der Harst, P, van der Meer, P, Ramachandran, VS, Verweij, N, Virtamo, J, Volker, U, Weir, DR, Zeggini, E, Charchar, FJ, Wareham, NJ, Langenberg, C, Tomaszewski, M, Butterworth, AS, Caulfield, MJ, Danesh, J, Edwards, TL, Holm, H, Hung, AM, Lindgren, CM, Liu, C, Manning, AK, Morris, AP, Morrison, AC, O'Donnell, CJ, Psaty, BM, Saleheen, D, Stefansson, K, Boerwinkle, E, Chasman, D, Levy, D, Newton-Cheh, C, Munroe, PB, Howson, JMM, Surendran, P, Feofanova, E, Lahrouchi, N, Ntalla, I, Karthikeyan, S, Cook, J, Chen, L, Mifsud, B, Yao, C, Kraja, AT, Cartwright, JH, Hellwege, JN, Giri, A, Tragante, V, Thorleifsson, G, Liu, DJ, Prins, BP, Stewart, ID, Cabrera, CP, Eales, JM, Akbarov, A, Auer, PL, Bielak, LF, Bis, JC, Braithwaite, VS, Brody, JA, Daw, EW, Warren, HR, Drenos, F, Nielsen, SF, Faul, JD, Fauman, EB, Fava, C, Ferreira, T, Foley, CN, Franceschini, N, Gao, H, Giannakopoulou, O, Giulianini, F, Gudbjartsson, DF, Guo, X, Harris, SE, Havulinna, AS, Helgadottir, A, Huffman, JE, Hwang, S-J, Kanoni, S, Kontto, J, Larson, MG, Li-Gao, R, Lindstrom, J, Lotta, LA, Lu, Y, Luan, J, Mahajan, A, Malerba, G, Masca, NGD, Mei, H, Menni, C, Mook-Kanamori, DO, Mosen-Ansorena, D, Muller-Nurasyid, M, Pare, G, Paul, DS, Perola, M, Poveda, A, Rauramaa, R, Richard, M, Richardson, TG, Sepulveda, N, Sim, X, Smith, A, Smith, JA, Staley, JR, Stanakova, A, Sulem, P, Theriault, S, Thorsteinsdottir, U, Trompet, S, Varga, TV, Edwards, DRV, Veronesi, G, Weiss, S, Willems, SM, Yao, J, Young, R, Yu, B, Zhang, W, Zhao, J-H, Zhao, W, Evangelou, E, Aeschbacher, S, Asllanaj, E, Blankenberg, S, Bonnycastle, LL, Bork-Jensen, J, Brandslund, I, Braund, PS, Burgess, S, Cho, K, Christensen, C, Connell, J, de Mutsert, R, Dominiczak, AF, Dorr, M, Eiriksdottir, G, Farmaki, A-E, Gaziano, JM, Grarup, N, Grove, ML, Hallmans, G, Hansen, T, Have, CT, Heiss, G, Jorgensen, ME, Jousilahti, P, Kajantie, E, Kamat, M, Karajamaki, A, Karpe, F, Koistinen, HA, Kovesdy, CP, Kuulasmaa, K, Laatikainen, T, Lannfelt, L, Lee, I-T, Lee, W-J, Linneberg, A, Martin, LW, Moitry, M, Nadkarni, G, Neville, MJ, Palmer, CNA, Papanicolaou, GJ, Pedersen, O, Peters, J, Poulter, N, Rasheed, A, Rasmussen, KL, Rayner, NW, Magi, R, Renstrom, F, Rettig, R, Rossouw, J, Schreiner, PJ, Sever, PS, Sigurdsson, EL, Skaaby, T, Sun, Y, Sundstrom, J, Thorgeirsson, G, Esko, T, Trabetti, E, Tsao, PS, Tuomi, T, Turner, ST, Tzoulaki, I, Vaartjes, I, Vergnaud, A-C, Willer, CJ, Wilson, PWF, Witte, DR, Yonova-Doing, E, Zhang, H, Aliya, N, Almgren, P, Amouyel, P, Asselbergs, FW, Barnes, MR, Blakemore, A, Boehnke, M, Bots, ML, Bottinger, EP, Buring, JE, Chambers, JC, Chen, Y-DI, Chowdhury, R, Conen, D, Correa, A, Smith, GD, de Boer, RA, Deary, IJ, Dedoussis, G, Deloukas, P, Di Angelantonio, E, Elliott, P, Felix, SB, Ferrieres, J, Ford, I, Fornage, M, Franks, PW, Franks, S, Frossard, P, Gambaro, G, Gaunt, TR, Groop, L, Gudnason, V, Harris, TB, Hayward, C, Hennig, BJ, Herzig, K-H, Ingelsson, E, Tuomilehto, J, Jarvelin, M-R, Jukema, JW, Kardia, SLR, Kee, F, Kooner, JS, Kooperberg, C, Launer, LJ, Lind, L, Loos, RJF, Majumder, AAS, Laakso, M, McCarthy, M, Melander, O, Mohlke, KL, Murray, AD, Nordestgaard, BG, Orho-Melander, M, Packard, CJ, Padmanabhan, S, Palmas, W, Polasek, O, Porteous, DJ, Prentice, AM, Province, MA, Relton, CL, Rice, K, Ridker, PM, Rolandsson, O, Rosendaal, FR, Rotter, J, Rudan, I, Salomaa, V, Samani, NJ, Sattar, N, Sheu, WH-H, Smith, BH, Soranzo, N, Spector, TD, Starr, JM, Sebert, S, Taylor, KD, Lakka, TA, Timpson, NJ, Tobin, MD, van der Harst, P, van der Meer, P, Ramachandran, VS, Verweij, N, Virtamo, J, Volker, U, Weir, DR, Zeggini, E, Charchar, FJ, Wareham, NJ, Langenberg, C, Tomaszewski, M, Butterworth, AS, Caulfield, MJ, Danesh, J, Edwards, TL, Holm, H, Hung, AM, Lindgren, CM, Liu, C, Manning, AK, Morris, AP, Morrison, AC, O'Donnell, CJ, Psaty, BM, Saleheen, D, Stefansson, K, Boerwinkle, E, Chasman, D, Levy, D, Newton-Cheh, C, Munroe, PB, and Howson, JMM
Abstract: Genetic studies of blood pressure (BP) to date have mainly analyzed common variants (minor allele frequency > 0.05). In a meta-analysis of up to ~1.3 million participants, we discovered 106 new BP-associated genomic regions and 87 rare (minor allele frequency ≤ 0.01) variant BP associations (P < 5 × 10-8), of which 32 were in new BP-associated loci and 55 were independent BP-associated single-nucleotide variants within known BP-associated regions. Average effects of rare variants (44% coding) were ~8 times larger than common variant effects and indicate potential candidate causal genes at new and known loci (for example, GATA5 and PLCB3). BP-associated variants (including rare and common) were enriched in regions of active chromatin in fetal tissues, potentially linking fetal development with BP regulation in later life. Multivariable Mendelian randomization suggested possible inverse effects of elevated systolic and diastolic BP on large artery stroke. Our study demonstrates the utility of rare-variant analyses for identifying candidate genes and the results highlight potential therapeutic targets.
Published: 2020

44. Associations between Genetically Predicted Blood Protein Biomarkers and Pancreatic Cancer Risk

Author: Zhu, J, Shu, X, Guo, X, Liu, D, Bao, J, Milne, RL, Giles, GG, Wu, C, Du, M, White, E, Risch, HA, Malats, N, Duell, EJ, Goodman, PJ, Li, D, Bracci, P, Katzke, V, Neale, RE, Gallinger, S, Van den Eeden, SK, Arslan, AA, Canzian, F, Kooperberg, C, Freeman, LEB, Scelo, G, Visvanathan, K, Haiman, CA, Marchand, LL, Yu, H, Petersen, GM, Stolzenberg-Solomon, R, Klein, AP, Cai, Q, Long, J, Shu, X-O, Zheng, W, Wu, L, Zhu, J, Shu, X, Guo, X, Liu, D, Bao, J, Milne, RL, Giles, GG, Wu, C, Du, M, White, E, Risch, HA, Malats, N, Duell, EJ, Goodman, PJ, Li, D, Bracci, P, Katzke, V, Neale, RE, Gallinger, S, Van den Eeden, SK, Arslan, AA, Canzian, F, Kooperberg, C, Freeman, LEB, Scelo, G, Visvanathan, K, Haiman, CA, Marchand, LL, Yu, H, Petersen, GM, Stolzenberg-Solomon, R, Klein, AP, Cai, Q, Long, J, Shu, X-O, Zheng, W, and Wu, L
Abstract: BACKGROUND: Pancreatic ductal adenocarcinoma (PDAC) is one of the most lethal malignancies, with few known risk factors and biomarkers. Several blood protein biomarkers have been linked to PDAC in previous studies, but these studies have assessed only a limited number of biomarkers, usually in small samples. In this study, we evaluated associations of circulating protein levels and PDAC risk using genetic instruments. METHODS: To identify novel circulating protein biomarkers of PDAC, we studied 8,280 cases and 6,728 controls of European descent from the Pancreatic Cancer Cohort Consortium and the Pancreatic Cancer Case-Control Consortium, using genetic instruments of protein quantitative trait loci. RESULTS: We observed associations between predicted concentrations of 38 proteins and PDAC risk at an FDR of < 0.05, including 23 of those proteins that showed an association even after Bonferroni correction. These include the protein encoded by ABO, which has been implicated as a potential target gene of PDAC risk variant. Eight of the identified proteins (LMA2L, TM11D, IP-10, ADH1B, STOM, TENC1, DOCK9, and CRBB2) were associated with PDAC risk after adjusting for previously reported PDAC risk variants (OR ranged from 0.79 to 1.52). Pathway enrichment analysis showed that the encoding genes for implicated proteins were significantly enriched in cancer-related pathways, such as STAT3 and IL15 production. CONCLUSIONS: We identified 38 candidates of protein biomarkers for PDAC risk. IMPACT: This study identifies novel protein biomarker candidates for PDAC, which if validated by additional studies, may contribute to the etiologic understanding of PDAC development.
Published: 2020

45. Discovery of rare variants associated with blood pressure regulation through meta-analysis of 1.3 million individuals

Author: Surendran, P. (Praveen), Feofanova, E. V. (Elena, V), Lahrouchi, N. (Najim), Ntalla, I. (Ioanna), Karthikeyan, S. (Savita), Cook, J. (James), Chen, L. (Lingyan), Mifsud, B. (Borbala), Yao, C. (Chen), Kraja, A. T. (Aldi T.), Cartwright, J. H. (James H.), Hellwege, J. N. (Jacklyn N.), Giri, A. (Ayush), Tragante, V. (Vinicius), Thorleifsson, G. (Gudmar), Liu, D. J. (Dajiang J.), Prins, B. P. (Bram P.), Stewart, I. D. (Isobel D.), Cabrera, C. P. (Claudia P.), Eales, J. M. (James M.), Akbarov, A. (Artur), Auer, P. L. (Paul L.), Bielak, L. F. (Lawrence F.), Bis, J. C. (Joshua C.), Braithwaite, V. S. (Vickie S.), Brody, J. A. (Jennifer A.), Daw, E. W. (E. Warwick), Warren, H. R. (Helen R.), Drenos, F. (Fotios), Nielsen, S. F. (Sune Fallgaard), Faul, J. D. (Jessica D.), Fauman, E. B. (Eric B.), Fava, C. (Cristiano), Ferreira, T. (Teresa), Foley, C. N. (Christopher N.), Franceschini, N. (Nora), Gao, H. (He), Giannakopoulou, O. (Olga), Giulianini, F. (Franco), Gudbjartsson, D. F. (Daniel F.), Guo, X. (Xiuqing), Harris, S. E. (Sarah E.), Havulinna, A. S. (Aki S.), Helgadottir, A. (Anna), Huffman, J. E. (Jennifer E.), Hwang, S.-J. (Shih-Jen), Kanoni, S. (Stavroula), Kontto, J. (Jukka), Larson, M. G. (Martin G.), Li-Gao, R. (Ruifang), Lindstrom, J. (Jaana), Lotta, L. A. (Luca A.), Lu, Y. (Yingchang), Luan, J. (Jian'an), Mahajan, A. (Anubha), Malerba, G. (Giovanni), Masca, N. G. (Nicholas G. D.), Mei, H. (Hao), Menni, C. (Cristina), Mook-Kanamori, D. O. (Dennis O.), Mosen-Ansorena, D. (David), Muller-Nurasyid, M. (Martina), Pare, G. (Guillaume), Paul, D. S. (Dirk S.), Perola, M. (Markus), Poveda, A. (Alaitz), Rauramaa, R. (Rainer), Richard, M. (Melissa), Richardson, T. G. (Tom G.), Sepulveda, N. (Nuno), Sim, X. (Xueling), Smith, A. V. (Albert, V), Smith, J. A. (Jennifer A.), Staley, J. R. (James R.), Stanakova, A. (Alena), Sulem, P. (Patrick), Theriault, S. (Sebastien), Thorsteinsdottir, U. (Unnur), Trompet, S. (Stella), Varga, T. V. (Tibor V.), Edwards, D. R. (Digna R. Velez), Veronesi, G. (Giovanni), Weiss, S. (Stefan), Willems, S. M. (Sara M.), Yao, J. (Jie), Young, R. (Robin), Yu, B. (Bing), Zhang, W. (Weihua), Zhao, J.-H. (Jing-Hua), Zhao, W. (Wei), Evangelou, E. (Evangelos), Aeschbacher, S. (Stefanie), Asllanaj, E. (Eralda), Blankenberg, S. (Stefan), Bonnycastle, L. L. (Lori L.), Bork-Jensen, J. (Jette), Brandslund, I. (Ivan), Braund, P. S. (Peter S.), Burgess, S. (Stephen), Cho, K. (Kelly), Christensen, C. (Cramer), Connell, J. (John), de Mutsert, R. (Renee), Dominiczak, A. F. (Anna F.), Dorr, M. (Marcus), Eiriksdottir, G. (Gudny), Farmaki, A.-E. (Aliki-Eleni), Gaziano, J. M. (J. Michael), Grarup, N. (Niels), Grove, M. L. (Megan L.), Hallmans, G. (Goran), Hansen, T. (Torben), Have, C. T. (Christian T.), Heiss, G. (Gerardo), Jorgensen, M. E. (Marit E.), Jousilahti, P. (Pekka), Kajantie, E. (Eero), Kamat, M. (Mihir), Karajamaki, A. (AnneMari), Karpe, F. (Fredrik), Koistinen, H. A. (Heikki A.), Kovesdy, C. P. (Csaba P.), Kuulasmaa, K. (Kari), Laatikainen, T. (Tiina), Lannfelt, L. (Lars), Lee, I.-T. (I-Te), Lee, W.-J. (Wen-Jane), Linneberg, A. (Allan), Martin, L. W. (Lisa W.), Moitry, M. (Marie), Nadkarni, G. (Girish), Neville, M. J. (Matt J.), Palmer, C. N. (Colin N. A.), Papanicolaou, G. J. (George J.), Pedersen, O. (Oluf), Peters, J. (James), Poulter, N. (Neil), Rasheed, A. (Asif), Rasmussen, K. L. (Katrine L.), Rayner, N. W. (N. William), Magi, R. (Reedik), Renstrom, F. (Frida), Rettig, R. (Rainer), Rossouw, J. (Jacques), Schreiner, P. J. (Pamela J.), Sever, P. S. (Peter S.), Sigurdsson, E. L. (Emil L.), Skaaby, T. (Tea), Sun, Y. V. (Yan, V), Sundstrom, J. (Johan), Thorgeirsson, G. (Gudmundur), Esko, T. (Tonu), Trabetti, E. (Elisabetta), Tsao, P. S. (Philip S.), Tuomi, T. (Tiinamaija), Turner, S. T. (Stephen T.), Tzoulaki, I. (Ioanna), Vaartjes, I. (Ilonca), Vergnaud, A.-C. (Anne-Claire), Willer, C. J. (Cristen J.), Wilson, P. W. (Peter W. F.), Witte, D. R. (Daniel R.), Yonova-Doing, E. (Ekaterina), Zhang, H. (He), Aliya, N. (Naheed), Almgren, P. (Peter), Amouyel, P. (Philippe), Asselbergs, F. W. (Folkert W.), Barnes, M. R. (Michael R.), Blakemore, A. I. (Alexandra, I), Boehnke, M. (Michael), Bots, M. L. (Michiel L.), Bottinger, E. P. (Erwin P.), Buring, J. E. (Julie E.), Chambers, J. C. (John C.), Chen, Y. I. (Yii-Der Ida), Chowdhury, R. (Rajiv), Conen, D. (David), Correa, A. (Adolfo), Smith, G. D. (George Davey), de Boer, R. A. (Rudolf A.), Deary, I. J. (Ian J.), Dedoussis, G. (George), Deloukas, P. (Panos), Di Angelantonio, E. (Emanuele), Elliott, P. (Paul), Felix, S. B. (Stephan B.), Ferrieres, J. (Jean), Ford, I. (Ian), Fornage, M. (Myriam), Franks, P. W. (Paul W.), Franks, S. (Stephen), Frossard, P. (Philippe), Gambaro, G. (Giovanni), Gaunt, T. R. (Tom R.), Groop, L. (Leif), Gudnason, V. (Vilmundur), Harris, T. B. (Tamara B.), Hayward, C. (Caroline), Hennig, B. J. (Branwen J.), Herzig, K.-H. (Karl-Heinz), Ingelsson, E. (Erik), Tuomilehto, J. (Jaakko), Järvelin, M.-R. (Marjo-Riitta), Jukema, J. W. (J. Wouter), Kardia, S. L. (Sharon L. R.), Kee, F. (Frank), Kooner, J. S. (Jaspal S.), Kooperberg, C. (Charles), Launer, L. J. (Lenore J.), Lind, L. (Lars), Loos, R. J. (Ruth J. F.), Majumder, A. A. (Abdulla Al Shafi), Laakso, M. (Markku), McCarthy, M. I. (Mark, I), Melander, O. (Olle), Mohlke, K. L. (Karen L.), Murray, A. D. (Alison D.), Nordestgaard, B. G. (Borge Gronne), Orho-Melander, M. (Marju), Packard, C. J. (Chris J.), Padmanabhan, S. (Sandosh), Palmas, W. (Walter), Polasek, O. (Ozren), Porteous, D. J. (David J.), Prentice, A. M. (Andrew M.), Province, M. A. (Michael A.), Relton, C. L. (Caroline L.), Rice, K. (Kenneth), Ridker, P. M. (Paul M.), Rolandsson, O. (Olov), Rosendaal, F. R. (Frits R.), Rotter, J. I. (Jerome, I), Rudan, I. (Igor), Salomaa, V. (Veikko), Samani, N. J. (Nilesh J.), Sattar, N. (Naveed), Sheu, W. H. (Wayne H-H), Smith, B. H. (Blair H.), Soranzo, N. (Nicole), Spector, T. D. (Timothy D.), Starr, J. M. (John M.), Sebert, S. (Sylvain), Taylor, K. D. (Kent D.), Lakka, T. A. (Timo A.), Timpson, N. J. (Nicholas J.), Tobin, M. D. (Martin D.), van der Harst, P. (Pim), van der Meer, P. (Peter), Ramachandran, V. S. (Vasan S.), Verweij, N. (Niek), Virtamo, J. (Jarmo), Volker, U. (Uwe), Weir, D. R. (David R.), Zeggini, E. (Eleftheria), Charchar, F. J. (Fadi J.), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Tomaszewski, M. (Maciej), Butterworth, A. S. (Adam S.), Caulfield, M. J. (Mark J.), Danesh, J. (John), Edwards, T. L. (Todd L.), Holm, H. (Hilma), Hung, A. M. (Adriana M.), Lindgren, C. M. (Cecilia M.), Liu, C. (Chunyu), Manning, A. K. (Alisa K.), Morris, A. P. (Andrew P.), Morrison, A. C. (Alanna C.), O'Donnell, C. J. (Christopher J.), Psaty, B. M. (Bruce M.), Saleheen, D. (Danish), Stefansson, K. (Kari), Boerwinkle, E. (Eric), Chasman, D. I. (Daniel, I), Levy, D. (Daniel), Newton-Cheh, C. (Christopher), Munroe, P. B. (Patricia B.), Howson, J. M. (Joanna M. M.), Surendran, P. (Praveen), Feofanova, E. V. (Elena, V), Lahrouchi, N. (Najim), Ntalla, I. (Ioanna), Karthikeyan, S. (Savita), Cook, J. (James), Chen, L. (Lingyan), Mifsud, B. (Borbala), Yao, C. (Chen), Kraja, A. T. (Aldi T.), Cartwright, J. H. (James H.), Hellwege, J. N. (Jacklyn N.), Giri, A. (Ayush), Tragante, V. (Vinicius), Thorleifsson, G. (Gudmar), Liu, D. J. (Dajiang J.), Prins, B. P. (Bram P.), Stewart, I. D. (Isobel D.), Cabrera, C. P. (Claudia P.), Eales, J. M. (James M.), Akbarov, A. (Artur), Auer, P. L. (Paul L.), Bielak, L. F. (Lawrence F.), Bis, J. C. (Joshua C.), Braithwaite, V. S. (Vickie S.), Brody, J. A. (Jennifer A.), Daw, E. W. (E. Warwick), Warren, H. R. (Helen R.), Drenos, F. (Fotios), Nielsen, S. F. (Sune Fallgaard), Faul, J. D. (Jessica D.), Fauman, E. B. (Eric B.), Fava, C. (Cristiano), Ferreira, T. (Teresa), Foley, C. N. (Christopher N.), Franceschini, N. (Nora), Gao, H. (He), Giannakopoulou, O. (Olga), Giulianini, F. (Franco), Gudbjartsson, D. F. (Daniel F.), Guo, X. (Xiuqing), Harris, S. E. (Sarah E.), Havulinna, A. S. (Aki S.), Helgadottir, A. (Anna), Huffman, J. E. (Jennifer E.), Hwang, S.-J. (Shih-Jen), Kanoni, S. (Stavroula), Kontto, J. (Jukka), Larson, M. G. (Martin G.), Li-Gao, R. (Ruifang), Lindstrom, J. (Jaana), Lotta, L. A. (Luca A.), Lu, Y. (Yingchang), Luan, J. (Jian'an), Mahajan, A. (Anubha), Malerba, G. (Giovanni), Masca, N. G. (Nicholas G. D.), Mei, H. (Hao), Menni, C. (Cristina), Mook-Kanamori, D. O. (Dennis O.), Mosen-Ansorena, D. (David), Muller-Nurasyid, M. (Martina), Pare, G. (Guillaume), Paul, D. S. (Dirk S.), Perola, M. (Markus), Poveda, A. (Alaitz), Rauramaa, R. (Rainer), Richard, M. (Melissa), Richardson, T. G. (Tom G.), Sepulveda, N. (Nuno), Sim, X. (Xueling), Smith, A. V. (Albert, V), Smith, J. A. (Jennifer A.), Staley, J. R. (James R.), Stanakova, A. (Alena), Sulem, P. (Patrick), Theriault, S. (Sebastien), Thorsteinsdottir, U. (Unnur), Trompet, S. (Stella), Varga, T. V. (Tibor V.), Edwards, D. R. (Digna R. Velez), Veronesi, G. 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(Tiina), Lannfelt, L. (Lars), Lee, I.-T. (I-Te), Lee, W.-J. (Wen-Jane), Linneberg, A. (Allan), Martin, L. W. (Lisa W.), Moitry, M. (Marie), Nadkarni, G. (Girish), Neville, M. J. (Matt J.), Palmer, C. N. (Colin N. A.), Papanicolaou, G. J. (George J.), Pedersen, O. (Oluf), Peters, J. (James), Poulter, N. (Neil), Rasheed, A. (Asif), Rasmussen, K. L. (Katrine L.), Rayner, N. W. (N. William), Magi, R. (Reedik), Renstrom, F. (Frida), Rettig, R. (Rainer), Rossouw, J. (Jacques), Schreiner, P. J. (Pamela J.), Sever, P. S. (Peter S.), Sigurdsson, E. L. (Emil L.), Skaaby, T. (Tea), Sun, Y. V. (Yan, V), Sundstrom, J. (Johan), Thorgeirsson, G. (Gudmundur), Esko, T. (Tonu), Trabetti, E. (Elisabetta), Tsao, P. S. (Philip S.), Tuomi, T. (Tiinamaija), Turner, S. T. (Stephen T.), Tzoulaki, I. (Ioanna), Vaartjes, I. (Ilonca), Vergnaud, A.-C. (Anne-Claire), Willer, C. J. (Cristen J.), Wilson, P. W. (Peter W. F.), Witte, D. R. (Daniel R.), Yonova-Doing, E. (Ekaterina), Zhang, H. (He), Aliya, N. 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(J. Wouter), Kardia, S. L. (Sharon L. R.), Kee, F. (Frank), Kooner, J. S. (Jaspal S.), Kooperberg, C. (Charles), Launer, L. J. (Lenore J.), Lind, L. (Lars), Loos, R. J. (Ruth J. F.), Majumder, A. A. (Abdulla Al Shafi), Laakso, M. (Markku), McCarthy, M. I. (Mark, I), Melander, O. (Olle), Mohlke, K. L. (Karen L.), Murray, A. D. (Alison D.), Nordestgaard, B. G. (Borge Gronne), Orho-Melander, M. (Marju), Packard, C. J. (Chris J.), Padmanabhan, S. (Sandosh), Palmas, W. (Walter), Polasek, O. (Ozren), Porteous, D. J. (David J.), Prentice, A. M. (Andrew M.), Province, M. A. (Michael A.), Relton, C. L. (Caroline L.), Rice, K. (Kenneth), Ridker, P. M. (Paul M.), Rolandsson, O. (Olov), Rosendaal, F. R. (Frits R.), Rotter, J. I. (Jerome, I), Rudan, I. (Igor), Salomaa, V. (Veikko), Samani, N. J. (Nilesh J.), Sattar, N. (Naveed), Sheu, W. H. (Wayne H-H), Smith, B. H. (Blair H.), Soranzo, N. (Nicole), Spector, T. D. (Timothy D.), Starr, J. M. (John M.), Sebert, S. (Sylvain), Taylor, K. D. (Kent D.), Lakka, T. A. (Timo A.), Timpson, N. J. (Nicholas J.), Tobin, M. D. (Martin D.), van der Harst, P. (Pim), van der Meer, P. (Peter), Ramachandran, V. S. (Vasan S.), Verweij, N. (Niek), Virtamo, J. (Jarmo), Volker, U. (Uwe), Weir, D. R. (David R.), Zeggini, E. (Eleftheria), Charchar, F. J. (Fadi J.), Wareham, N. J. (Nicholas J.), Langenberg, C. (Claudia), Tomaszewski, M. (Maciej), Butterworth, A. S. (Adam S.), Caulfield, M. J. (Mark J.), Danesh, J. (John), Edwards, T. L. (Todd L.), Holm, H. (Hilma), Hung, A. M. (Adriana M.), Lindgren, C. M. (Cecilia M.), Liu, C. (Chunyu), Manning, A. K. (Alisa K.), Morris, A. P. (Andrew P.), Morrison, A. C. (Alanna C.), O'Donnell, C. J. (Christopher J.), Psaty, B. M. (Bruce M.), Saleheen, D. (Danish), Stefansson, K. (Kari), Boerwinkle, E. (Eric), Chasman, D. I. (Daniel, I), Levy, D. (Daniel), Newton-Cheh, C. (Christopher), Munroe, P. B. (Patricia B.), and Howson, J. M. (Joanna M. M.)
Abstract: Genetic studies of blood pressure (BP) to date have mainly analyzed common variants (minor allele frequency > 0.05). In a meta-analysis of up to similar to 1.3 million participants, we discovered 106 new BP-associated genomic regions and 87 rare (minor allele frequency ≤ 0.01) variant BP associations (P < 5 x 10(⁻⁸)), of which 32 were in new BP-associated loci and 55 were independent BP-associated single-nucleotide variants within known BP-associated regions. Average effects of rare variants (44% coding) were similar to 8 times larger than common variant effects and indicate potential candidate causal genes at new and known loci (for example, GATA5 and PLCB3). BP-associated variants (including rare and common) were enriched in regions of active chromatin in fetal tissues, potentially linking fetal development with BP regulation in later life. Multivariable Mendelian randomization suggested possible inverse effects of elevated systolic and diastolic BP on large artery stroke. Our study demonstrates the utility of rare-variant analyses for identifying candidate genes and the results highlight potential therapeutic targets., Correction A Publisher Correction to this article was published on 16 March 2021.
Published: 2020

46. Smoking-by-genotype interaction in type 2 diabetes risk and fasting glucose

Author: Wu, PT, Rybin, D, Bielak, LF, Feitosa, MF, Franceschini, N, Li, YZ, Lu, YC, Marten, J, Musani, S, Noordam, R, Raghavan, S, Rose, L, Schwander, K, Smith, AV, Tajuddin, S M, Vojinovic, Dina, Amin, Najaf, Arnett, D, Bottinger, EP, Demirkan, Ayse, Florez, J, Ghanbari, Mohsen, Harris, TB, Launer, LJ, Liu, JM, Liu, Jun, Mook-Kanamori, DO, Murray, AD, Nalls, M, Peyser, PA, Uitterlinden, André, Voortman, Trudy, Bouchard, C, Chasman, D, Correa, A, de Mutsert, R, Evans, MK, Gudnason, V, Hayward, C, Kao, L, Kardia, SLR, Kooperberg, C, Loos, RJ, Province, M, Rankinen, T, Redline, S, Ridker, P, Rotter, J, Siscovick, D, Smith, BH, Duijn, Cornelia, Zonderman, AB, Rao, DC, Wilson, J, Dupuis, J, Meigs, JB, Liu, CT, Vassy, JL, Wu, PT, Rybin, D, Bielak, LF, Feitosa, MF, Franceschini, N, Li, YZ, Lu, YC, Marten, J, Musani, S, Noordam, R, Raghavan, S, Rose, L, Schwander, K, Smith, AV, Tajuddin, S M, Vojinovic, Dina, Amin, Najaf, Arnett, D, Bottinger, EP, Demirkan, Ayse, Florez, J, Ghanbari, Mohsen, Harris, TB, Launer, LJ, Liu, JM, Liu, Jun, Mook-Kanamori, DO, Murray, AD, Nalls, M, Peyser, PA, Uitterlinden, André, Voortman, Trudy, Bouchard, C, Chasman, D, Correa, A, de Mutsert, R, Evans, MK, Gudnason, V, Hayward, C, Kao, L, Kardia, SLR, Kooperberg, C, Loos, RJ, Province, M, Rankinen, T, Redline, S, Ridker, P, Rotter, J, Siscovick, D, Smith, BH, Duijn, Cornelia, Zonderman, AB, Rao, DC, Wilson, J, Dupuis, J, Meigs, JB, Liu, CT, and Vassy, JL
Published: 2020

47. Defining the role of common variation in the genomic and biological architecture of adult human height

Author: Wood, Ar, Esko, T, Yang, J, Vedantam, S, Pers, Th, Gustafsson, S, Chu, Ay, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, Ml, Croteau Chonka DC, Day, Fr, Duan, Y, Fall, T, Fehrmann, R, Ferreira, T, Jackson, Au, Karjalainen, J, Lo, Ks, Locke, Ae, Mägi, R, Mihailov, E, Porcu, E, Randall, Jc, Scherag, A, Vinkhuyzen, Aa, Westra, Hj, Winkler, Tw, Workalemahu, T, Zhao, Jh, Absher, D, Albrecht, E, Anderson, D, Baron, J, Beekman, M, Demirkan, A, Ehret, Gb, Feenstra, B, Feitosa, Mf, Fischer, K, Fraser, Rm, Goel, A, Gong, J, Justice, Ae, Kanoni, S, Kleber, Me, Kristiansson, K, Lim, U, Lotay, V, Lui, Jc, Mangino, M, Mateo Leach, I, Medina Gomez, C, Nalls, Ma, Nyholt, Dr, Palmer, Cd, Pasko, D, Pechlivanis, S, Prokopenko, I, Ried, Js, Ripke, S, Shungin, D, Stancáková, A, Strawbridge, Rj, Sung, Yj, Tanaka, T, Teumer, A, Trompet, S, van der Laan SW, van Setten, J, Van Vliet Ostaptchouk JV, Wang, Z, Yengo, L, Zhang, W, Afzal, U, Arnlöv, J, Arscott, Gm, Bandinelli, S, Barrett, A, Bellis, C, Bennett, Aj, Berne, C, Blüher, M, Bolton, Jl, Böttcher, Y, Boyd, Ha, Bruinenberg, M, Buckley, Bm, Buyske, S, Caspersen, Ih, Chines, Ps, Clarke, R, Claudi Boehm, S, Cooper, M, Daw, Ew, De Jong PA, Deelen, J, Delgado, G, Denny, Jc, Dhonukshe Rutten, R, Dimitriou, M, Doney, As, Dörr, M, Eklund, N, Eury, E, Folkersen, L, Garcia, Me, Geller, F, Giedraitis, V, Go, As, Grallert, H, Grammer, Tb, Gräßler, J, Grönberg, H, de Groot LC, Groves, Cj, Haessler, J, Hall, P, Haller, T, Hallmans, G, Hannemann, A, Hartman, Ca, Hassinen, M, Hayward, C, Heard Costa NL, Helmer, Q, Hemani, G, Henders, Ak, Hillege, Hl, Hlatky, Ma, Hoffmann, W, Hoffmann, P, Holmen, O, Houwing Duistermaat JJ, Illig, T, Isaacs, A, James, Al, Jeff, J, Johansen, B, Johansson, Å, Jolley, J, Juliusdottir, T, Junttila, J, Kho, An, Kinnunen, L, Klopp, N, Kocher, T, Kratzer, W, Lichtner, P, Lind, L, Lindström, J, Lobbens, S, Lorentzon, M, Lu, Y, Lyssenko, V, Magnusson, Pk, Mahajan, A, Maillard, M, Mcardle, Wl, Mckenzie, Ca, 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M., Isotope Research, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Damage and Repair in Cancer Development and Cancer Treatment (DARE), Guided Treatment in Optimal Selected Cancer Patients (GUTS), Groningen Institute for Gastro Intestinal Genetics and Immunology (3GI), Cardiovascular Centre (CVC), Groningen Institute for Organ Transplantation (GIOT), Lifestyle Medicine (LM), Groningen Kidney Center (GKC), Groningen Research Institute for Asthma and COPD (GRIAC), Center for Liver, Digestive and Metabolic Diseases (CLDM), Stem Cell Aging Leukemia and Lymphoma (SALL), Ehret, Georg Benedikt, Wood, A, Esko, T, Yang, J, Vedantam, S, Pers, T, Gustafsson, S, Chu, A, Estrada, K, Luan, J, Kutalik, Z, Amin, N, Buchkovich, M, Croteau Chonka, D, Day, F, Duan, Y, Fall, T, Fehrmann, R, Ferreira, T, Jackson, A, Karjalainen, J, Lo, K, Locke, A, Mägi, R, Mihailov, E, Porcu, E, Randall, J, Scherag, A, Vinkhuyzen, A, Westra, H, Winkler, T, 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P.I.W., Dedoussis G., Ferrucci L., Franks P.W., Froguel P., Groop L.C., Haiman C.A., Hamsten A., Hayes M.G., Hui J., Hunter D.J., Hveem K., Jukema J.W., Kaplan R.C., Kivimaki M., Kuh D., Laakso M., Liu Y., Martin N.G., Marz W., Melbye M., Moebus S., Munroe P.B., Njolstad I., Oostra B.A., Palmer C.N.A., Pedersen N.L., Perola M., Perusse L., Peters U., Powell J.E., Power C., Quertermous T., Rauramaa R., Reinmaa E., Ridker P.M., Rivadeneira F., Rotter J.I., Saaristo T.E., Saleheen D., Schlessinger D., Slagboom P.E., Snieder H., Spector T.D., Strauch K., Stumvoll M., Tuomilehto J., Uusitupa M., Van Der Harst P., Volzke H., Walker M., Wareham N.J., Watkins H., Wichmann H.-E., Wilson J.F., Zanen P., Deloukas P., Heid I.M., Lindgren C.M., Mohlke K.L., Speliotes E.K., Thorsteinsdottir U., Barroso I., Fox C.S., North K.E., Strachan D.P., Beckmann J.S., Berndt S.I., Boehnke M., Borecki I.B., McCarthy M.I., Metspalu A., Stefansson K., Uitterlinden A.G., Van Duijn C.M., Franke L., Willer C.J., Price A.L., Lettre G., Loos R.J.F., Weedon M.N., Ingelsson E., O'Connell J.R., Abecasis G.R., Chasman D.I., Goddard M.E., Visscher P.M., Hirschhorn J.N., and Frayling T.M.
Subjects: Netherlands Twin Register (NTR), BIO/12 - BIOCHIMICA CLINICA E BIOLOGIA MOLECOLARE CLINICA, Electronic Medical Records and Genomics (eMEMERGEGE) Consortium, Medizin, Genome-wide association study, Adult, Analysis of Variance, Body Height/genetics, European Continental Ancestry Group/genetics, Genetic Variation/genetics, Genetics, Population, Genome-Wide Association Study/methods, Humans, Oligonucleotide Array Sequence Analysis, Polymorphism, Single Nucleotide/genetics, heritability, 0302 clinical medicine, Genome-wide, SNPS, snps, Genetics & Heredity, ddc:616, Genetics, Medical And Health Sciences, 0303 health sciences, education.field_of_study, variants, GENETIC-VARIATION, Biological Sciences, Urological cancers Radboud Institute for Health Sciences [Radboudumc 15], body height, genetic-variation, Life Sciences & Biomedicine, Single Nucleotide/genetics, Human, European Continental Ancestry Group, Population, Single-nucleotide polymorphism, Biology, Polymorphism, Single Nucleotide, Article, White People, NO, complex traits, 03 medical and health sciences, Genetic variation, heritability, adult, height, Polymorphism, Human height, PAGEGE Consortium, education, Gene, VLAG, 030304 developmental biology, Global Nutrition, Wereldvoeding, genome-wide association study, Science & Technology, Whites, Oligonucleotide Array Sequence Analysi, MUTATIONS, COMPLEX TRAITS, ta1184, Klinisk medicin, population genetics, Genetic Variation, Heritability, ta3121, mutations, Genetic architecture, Body Height, genetic variation, MIGen Consortium, Inflammatory diseases Radboud Institute for Health Sciences [Radboudumc 5], Clinical Medicine, 030217 neurology & neurosurgery, height, LifeLines Cohort Study, Developmental Biology, Genome-Wide Association Study
Abstract: Item does not contain fulltext Using genome-wide data from 253,288 individuals, we identified 697 variants at genome-wide significance that together explained one-fifth of the heritability for adult height. By testing different numbers of variants in independent studies, we show that the most strongly associated approximately 2,000, approximately 3,700 and approximately 9,500 SNPs explained approximately 21%, approximately 24% and approximately 29% of phenotypic variance. Furthermore, all common variants together captured 60% of heritability. The 697 variants clustered in 423 loci were enriched for genes, pathways and tissue types known to be involved in growth and together implicated genes and pathways not highlighted in earlier efforts, such as signaling by fibroblast growth factors, WNT/beta-catenin and chondroitin sulfate-related genes. We identified several genes and pathways not previously connected with human skeletal growth, including mTOR, osteoglycin and binding of hyaluronic acid. Our results indicate a genetic architecture for human height that is characterized by a very large but finite number (thousands) of causal variants.
Published: 2014
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48. Erratum to: Discovery and refinement of genetic loci associated with cardiometabolic risk using dense imputation maps (Nature Genetics, (2016), 48, 11, (1303-1312), 10.1038/ng.3668)

Author: Iotchkova, V., Huang, J., Morris, J. A., Jain, D., Barbieri, C., Ukovich, Walter, Min, J. L., Chen, L., Astle, W., Cocca, M., Deelen, P., Elding, H., Farmaki, A. -E., Franklin, C. S., Franberg, M., Gaunt, T. R., Hofman, A., Jiang, T., Kleber, M. E., Lachance, G., Luan, J., Malerba, G., Matchan, A., Mead, D., Memari, Y., Ntalla, I., Panoutsopoulou, K., Pazoki, R., Perry, J. R. B., Rivadeneira, F., Sabater-Lleal, M., Sennblad, B., Shin, S. -Y., Southam, L., Traglia, M., van Dijk, F., van Leeuwen, E. M., Zaza, G., Zhang, W., Amin, N., Butterworth, A., Chambers, J. C., Dedoussis, G., Dehghan, A., Franco, O. H., Franke, L., Frontini, M., Gambaro, G., Gasparini, P., Hamsten, A., Isaacs, A., Kooner, J. S., Kooperberg, C., Langenberg, C., Marz, W., Scott, R. A., Swertz, M. A., Toniolo, D., Uitterlinden, A. G., van Duijn, C. M., Watkins, H., Zeggini, E., Maurano, M. T., Timpson, N. J., Reiner, A. P., Auer, P. L., Soranzo, N., Iotchkova, V., Huang, J., Morris, J. A., Jain, D., Barbieri, C., Ukovich, Walter, Min, J. L., Chen, L., Astle, W., Cocca, M., Deelen, P., Elding, H., Farmaki, A. -E., Franklin, C. S., Franberg, M., Gaunt, T. R., Hofman, A., Jiang, T., Kleber, M. E., Lachance, G., Luan, J., Malerba, G., Matchan, A., Mead, D., Memari, Y., Ntalla, I., Panoutsopoulou, K., Pazoki, R., Perry, J. R. B., Rivadeneira, F., Sabater-Lleal, M., Sennblad, B., Shin, S. -Y., Southam, L., Traglia, M., van Dijk, F., van Leeuwen, E. M., Zaza, G., Zhang, W., Amin, N., Butterworth, A., Chambers, J. C., Dedoussis, G., Dehghan, A., Franco, O. H., Franke, L., Frontini, M., Gambaro, G., Gasparini, P., Hamsten, A., Isaacs, A., Kooner, J. S., Kooperberg, C., Langenberg, C., Marz, W., Scott, R. A., Swertz, M. A., Toniolo, D., Uitterlinden, A. G., van Duijn, C. M., Watkins, H., Zeggini, E., Maurano, M. T., Timpson, N. J., Reiner, A. P., Auer, P. L., and Soranzo, N.
Subjects: Author correction
Abstract: In the version of the article published, the surname of author Aaron Isaacs is misspelled as Issacs.
Published: 2018

49. Genomic and transcriptomic association studies identify 16 novel susceptibility loci for venous thromboembolism

Author: Lindstrom, S., Wang, L., Smith, E.N., Gordon, W., Vlieg, A.V., Andrade, M. de, Brody, J.A., Pattee, J.W., Haessler, J., Brumpton, B., Chasman, D.I., Suchon, P., Chen, M.H., Turman, C., Germain, M., Wiggins, K.L., MacDonald, J., Braekkan, S.K., Armasu, S.M., Pankratz, N., Jackson, R.D., Nielsen, J.B., Giulianini, F., Puurunen, M.K., Ibrahim, M., Heckbert, S.R., Damrauer, S.M., Natarajan, P., Klarin, D., Vries, P.S. de, Sabater-Lleal, M., Huffman, J.E., Bammler, T.K., Frazer, K.A., McCauley, B.M., Taylor, K., Pankow, J.S., Reiner, A.P., Gabrielsen, M.E., Deleuze, J.F., O'Donnell, C.J., Kim, J., McKnight, B., Kraft, P., Hansen, J.B., Rosendaal, F.R., Heit, J.A., Psaty, B.M., Tang, W.H., Kooperberg, C., Hveem, K., Ridker, P.M., Morange, P.E., Johnson, A.D., Kabrhel, C., Tregouet, D.A., Smith, N.L., Busenkell, E., Judy, R., Lynch, J., Levin, M., Aragam, J.H.K., Chaffin, M., Haas, M., Assimes, T.L., Huang, J., Lee, K.M., Shao, Q., Huang, Y.F., Sun, Y.V., Vujkovic, M., Saleheen, D., Miller, D.R., Reaven, P., DuVall, S., Boden, W., Pyarajan, S., Henke, P., Gaziano, J.M., Concato, J., Rader, D.J., Cho, K., Chang, K.M., Wilson, P.W.F., Tsao, P.S., Kathiresan, S., Obi, A., Million Veteran Program, CHARGE Hemostasis Working Grp, INVENT Consortium, Program in Genetic Epidemiology and Statistical Genetics (PGESG - BOSTON), Harvard School of Public Health, University of Washington [Seattle], The Scripps Translational Science Institute and Scripps Health, Department of Thrombosis and Haemostasis, Leiden University Medical Center (LUMC), Department of Health Sciences Research [Mayo Clinic] (HSR), Mayo Clinic, University of Minnesota System, Fred Hutchinson Cancer Research Center [Seattle] (FHCRC), Brigham and Women's Hospital [Boston], Centre recherche en CardioVasculaire et Nutrition = Center for CardioVascular and Nutrition research (C2VN), Aix Marseille Université (AMU)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), Laboratoire d'hématologie biologique [Hôpital de la Timone - Hôpital Nord - APHM], Aix Marseille Université (AMU)-Assistance Publique - Hôpitaux de Marseille (APHM)- Hôpital de la Timone [CHU - APHM] (TIMONE), National Institutes of Health [Bethesda] (NIH), Harvard T.H. Chan School of Public Health, Unité de Recherche sur les Maladies Cardiovasculaires, du Métabolisme et de la Nutrition = Institute of cardiometabolism and nutrition (ICAN), Université Pierre et Marie Curie - Paris 6 (UPMC)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-CHU Pitié-Salpêtrière [AP-HP], Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), Biorobotics Lab (University of Washington), University of South-Eastern Norway (USN), Department of Health Sciences Research, Ohio State University [Columbus] (OSU), Nutrition, obésité et risque thrombotique (NORT), Aix Marseille Université (AMU)-Institut National de la Recherche Agronomique (INRA)-Institut National de la Santé et de la Recherche Médicale (INSERM), Los Angeles Biomedical Research Institute (LA BioMed), University of Augsburg [Augsburg], Centre National de Génotypage (CNG), Commissariat à l'énergie atomique et aux énergies alternatives (CEA), Department of Epidemiology, Division of Cardiovascular Diseases, Mayo Clinic College of Medicine, University of Minnesota [Twin Cities] (UMN), Norwegian University of Science and Technology [Trondheim] (NTNU), Norwegian University of Science and Technology (NTNU), Department of Emergency Medicine, Massachusetts General Hospital [Boston], Universiteit Leiden-Universiteit Leiden, Unité de Recherche sur les Maladies Cardiovasculaires, du Métabolisme et de la Nutrition = Research Unit on Cardiovascular and Metabolic Diseases (ICAN), Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Sorbonne Université (SU), Institut National de la Recherche Agronomique (INRA)-Aix Marseille Université (AMU)-Institut National de la Santé et de la Recherche Médicale (INSERM), University of Augsburg (UNIA), and Universiteit Leiden
Subjects: 0301 basic medicine, Genetics, [SDV]Life Sciences [q-bio], Immunology, Genome-wide association study, Cell Biology, Hematology, 030204 cardiovascular system & hematology, Biology, equipment and supplies, Biochemistry, 3. Good health, Transcriptome, 03 medical and health sciences, 030104 developmental biology, 0302 clinical medicine, Mendelian randomization, Expression quantitative trait loci, Gene expression, cardiovascular diseases, Gene, Genetic association, Whole blood
Abstract: Venous thromboembolism (VTE) is a significant contributor to morbidity and mortality. To advance our understanding of the biology contributing to VTE, we conducted a genome-wide association study (GWAS) of VTE and a transcriptome-wide association study (TWAS) based on imputed gene expression from whole blood and liver. We meta-analyzed GWAS data from 18 studies for 30 234 VTE cases and 172 122 controls and assessed the association between 12 923 718 genetic variants and VTE. We generated variant prediction scores of gene expression from whole blood and liver tissue and assessed them for association with VTE. Mendelian randomization analyses were conducted for traits genetically associated with novel VTE loci. We identified 34 independent genetic signals for VTE risk from GWAS meta-analysis, of which 14 are newly reported associations. This included 11 newly associated genetic loci (C1orf198, PLEK, OSMR-AS1, NUGGC/SCARA5, GRK5, MPHOSPH9, ARID4A, PLCG2, SMG6, EIF5A, and STX10) of which 6 replicated, and 3 new independent signals in 3 known genes. Further, TWAS identified 5 additional genetic loci with imputed gene expression levels differing between cases and controls in whole blood (SH2B3, SPSB1, RP11-747H7.3, RP4-737E23.2) and in liver (ERAP1). At some GWAS loci, we found suggestive evidence that the VTE association signal for novel and previously known regions colocalized with expression quantitative trait locus signals. Mendelian randomization analyses suggested that blood traits may contribute to the underlying risk of VTE. To conclude, we identified 16 novel susceptibility loci for VTE; for some loci, the association signals are likely mediated through gene expression of nearby genes.
Published: 2019
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50. Multiancestry genome-wide association study of 520,000 subjects identifies 32 loci associated with stroke and stroke subtypes (vol 50, pg 524, 2018)

Author: Malik, R, Chauhan, G, Traylor, M, Sargurupremraj, M, Okada, Y, Mishra, A, Rutten-Jacobs, L, Giese, A-K, Van der Laan, SW, Gretarsdottir, S, Anderson, CD, Chong, M, Adams, HHH, Ago, T, Almgren, P, Amouyel, P, Ay, H, Bartz, TM, Benavente, OR, Bevan, S, Boncoraglio, GB, Brown, RD, Butterworth, AS, Carrera, C, Carty, CL, Chasman, DI, Chen, W-M, Cole, JW, Correa, A, Cotlarciuc, I, Cruchaga, C, Danesh, J, De Bakker, PIW, DeStefano, AL, Den Hoed, M, Duan, Q, Engelter, ST, Falcone, GJ, Gottesman, RF, Grewal, RP, Gudnason, V, Gustafsson, S, Haessler, J, Harris, TB, Hassan, A, Havulinna, AS, Heckbert, SR, Holliday, EG, Howard, G, Hsu, F-C, Hyacinth, IH, Ikram, MA, Ingelsson, E, Irvin, MR, Jian, X, Jimenez-Conde, J, Johnson, JA, Jukema, JW, Kanai, M, Keene, KL, Kissela, BM, Kleindorfer, DO, Kooperberg, C, Kubo, M, Lange, LA, Langefeld, CD, Langenberg, C, Launer, LJ, Lee, J-M, Lemmens, R, Leys, D, Lewis, CM, Lin, W-Y, Lindgren, AG, Lorentzen, E, Magnusson, PK, Maguire, J, Manichaikul, A, McArdle, PF, Meschia, JF, Mitchell, BD, Mosley, TH, Nalls, MA, Ninomiya, T, O'Donnell, MJ, Psaty, BM, Pulit, SL, Rannikmae, K, Reiner, AP, Rexrode, KM, Rice, K, Rich, SS, Ridker, PM, Rost, NS, Rothwell, PM, Rotter, JI, Rundek, T, Sacco, RL, Sakaue, S, Sale, MM, Salomaa, V, Sapkota, BR, Schmidt, R, Schmidt, CO, Schminke, U, Sharma, P, Slowik, A, Sudlow, CLM, Tanislav, C, Tatlisumak, T, Taylor, KD, Thijs, VNS, Thorleifsson, G, Thorsteinsdottir, U, Tiedt, S, Trompet, S, Tzourio, C, Van Duijn, CM, Walters, M, Wareham, NJ, Wassertheil-Smoller, S, Wilson, JG, Wiggins, KL, Yang, Q, Yusuf, S, Bis, JC, Pastinen, T, Ruusalepp, A, Schadt, EE, Koplev, S, Bjorkegren, JLM, Codoni, V, Civelek, M, Smith, NL, Tregouet, DA, Christophersen, IE, Roselli, C, Lubitz, SA, Ellinor, PT, Tai, ES, Kooner, JS, Kato, N, He, J, Van der Harst, P, Elliott, P, Chambers, JC, Takeuchi, F, Johnson, AD, Sanghera, DK, Melander, O, Jern, C, Strbian, D, Fernandez-Cadenas, I, Longstreth, WT, Rolfs, A, Hata, J, Woo, D, Rosand, J, Pare, G, Hopewell, JC, Saleheen, D, Stefansson, K, Worrall, BB, Kittner, SJ, Seshadri, S, Fornage, M, Markus, HS, Howson, JMM, Kamatani, Y, Debette, S, and Dichgans, M
Subjects: Genetics & Heredity, International Genomics of Blood Pressure (iGEN-BP) Consortium, COMPASS Consortium, MEGASTROKE Consortium, Science & Technology, UK Young Lacunar DNA Study, AFGen Consortium, INVENT Consortium, STARNET, 06 Biological Sciences, METASTROKE Consortium, EPIC-CVD Consortium, BioBank Japan Cooperative Hospital Group, International Stroke Genetics Consortium (ISGC), NINDS Stroke Genetics Network (SiGN), Neurology Working Group of the CHARGE Consortium, EPIC-InterAct Consortium, Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium, Life Sciences & Biomedicine, 11 Medical and Health Sciences, Developmental Biology
Published: 2019

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